{"id":"W6982048928","doi":"","title":"From good to better: Skills for executing a transparent research project","year":2018,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Project management; Data collection","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"],"consensus_categories":[],"category_scores_codex":[0.04523857,0.001151752,0.000498643,0.002058025,0.007197214,0.01508814,0.00212388,0.003238267,0.0361467],"category_scores_gemma":[0.1128503,0.0005828919,0.0007585464,0.00149615,0.007427135,0.01877931,0.01641774,0.005570514,0.01396347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004281004,"about_ca_system_score_gemma":0.02086476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003174348,"about_ca_topic_score_gemma":0.007100757,"domain_scores_codex":[0.9710075,0.01804174,0.001253069,0.001995771,0.005347821,0.002354113],"domain_scores_gemma":[0.9286221,0.02464054,0.005203605,0.01261887,0.01004177,0.01887325],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002695592,0.0006803196,0.008122501,0.0006575189,0.00004485529,0.001147311,0.1053143,0.001502714,0.004434422,0.2633454,0.2582709,0.3562102],"study_design_scores_gemma":[0.00005765162,0.0001354383,0.004270989,0.0008394876,0.00002421526,0.0007426016,0.04076037,0.002238956,0.002237811,0.2940671,0.6544946,0.0001306398],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.08516309,0.00155148,0.3025454,0.09753033,0.002535495,0.001955848,0.0007194784,0.005536663,0.5024621],"genre_scores_gemma":[0.4799328,0.001816888,0.4079141,0.007424484,0.0005985016,0.001486323,0.001351242,0.003860596,0.0956151],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9547614,"threshold_uncertainty_score":0.2392473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09307003268001504,"score_gpt":0.3435267606987296,"score_spread":0.2504567280187145,"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."}}