{"id":"W4286267109","doi":"10.52057/erj.v2i1.24","title":"Research integrity requires to be aware of good and questionable research practices","year":2022,"lang":"en","type":"article","venue":"European Rehabilitation Journal","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bruyère; University of Ottawa","funders":"","keywords":"Incentive; Research integrity; Variable (mathematics); Psychology; Scientific integrity; Public relations; Engineering ethics; Epistemology; Social psychology; Political science; Economics; Engineering; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"theoretical_or_conceptual","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.7005457,0.003847382,0.01562626,0.01454203,0.00829871,0.03266189,0.01247236,0.05821913,0.01095452],"category_scores_gemma":[0.8762705,0.009481911,0.006471462,0.01240487,0.06836649,0.029186,0.0133444,0.04733037,0.02038424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01084398,"about_ca_system_score_gemma":0.07722359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002121827,"about_ca_topic_score_gemma":0.002323898,"domain_scores_codex":[0.1579604,0.5574143,0.1262973,0.03233224,0.1207261,0.005269601],"domain_scores_gemma":[0.03589291,0.5323658,0.05956944,0.2578745,0.1050082,0.009289126],"domain_codex":"methods","domain_gemma":"methods","domain_candidate":"methods","domain_consensus":"methods","study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003882746,0.001371288,0.008218057,0.03660946,0.005205581,0.005145138,0.1114959,0.002744747,0.00673194,0.2244412,0.2666848,0.3274692],"study_design_scores_gemma":[0.002032056,0.0006139163,0.004565191,0.07858538,0.001174416,0.00442722,0.01347567,0.008756316,0.005314285,0.3617916,0.5180323,0.001231689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01106236,0.02285988,0.3192512,0.5323918,0.04277465,0.0188185,0.001844816,0.002623896,0.04837301],"genre_scores_gemma":[0.1744936,0.0147143,0.5739878,0.1536538,0.01417629,0.05173358,0.001420461,0.001973922,0.01384615],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9417809,"threshold_uncertainty_score":0.3692806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9050731229034571,"score_gpt":0.6636201134438002,"score_spread":0.2414530094596569,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}