{"id":"W2964511826","doi":"10.33695/jss.v6i2.271","title":"Research Integrity - where are we?","year":2019,"lang":"en","type":"article","venue":"Journal of Surgical Sciences","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Morality; Research ethics; Engineering ethics; Information ethics; Ethics of technology; Meta-ethics; Set (abstract data type); Applied ethics; Normative ethics; Political science; Sociology; Epistemology; Law; Computer science; Engineering; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3442276,0.001920528,0.009364565,0.007913122,0.01357733,0.05840918,0.00760794,0.03128647,0.01047691],"category_scores_gemma":[0.4379924,0.001946214,0.002920788,0.01029372,0.0896294,0.09354321,0.01713036,0.04833607,0.01310241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0225677,"about_ca_system_score_gemma":0.1080371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006652283,"about_ca_topic_score_gemma":0.004085085,"domain_scores_codex":[0.4936945,0.4040433,0.02165118,0.0155182,0.05643951,0.008653233],"domain_scores_gemma":[0.3772412,0.3572706,0.03222704,0.06254142,0.1181177,0.05260209],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001726778,0.0002294538,0.002841201,0.008423844,0.00043517,0.0004202282,0.02091254,0.0003128845,0.0003672661,0.3533059,0.3971096,0.2154693],"study_design_scores_gemma":[0.00006134473,0.00007499423,0.0009599682,0.02571711,0.0001107607,0.0004570759,0.01343307,0.0002295815,0.0002950928,0.3823158,0.5762096,0.0001356125],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0002522107,0.04474793,0.003982844,0.9372656,0.007175882,0.00007217623,0.00008430833,0.0001031767,0.00631586],"genre_scores_gemma":[0.06829779,0.1846272,0.03724179,0.6606222,0.035111,0.001467466,0.0006821203,0.0009754878,0.01097488],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9687135,"threshold_uncertainty_score":0.8086841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7502417836722373,"score_gpt":0.671216728426118,"score_spread":0.07902505524611925,"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."}}