{"id":"W6958701550","doi":"10.6084/m9.figshare.13725210.v1","title":"Additional file 1 of Self-directed learning by video as a means to improve technical skills in surgery residents: a randomized controlled trial","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Advanced NMR Techniques and Applications","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Randomized controlled trial; MEDLINE; Patient data; Control (management)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003086194,0.001384044,0.002263276,0.0008326648,0.0008659207,0.001101154,0.001152436,0.001744626,0.7127996],"category_scores_gemma":[0.01900383,0.0006348995,0.001368438,0.001265726,0.0004296209,0.001399398,0.0004692987,0.001762548,0.02899217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001072683,"about_ca_system_score_gemma":0.001994779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001990463,"about_ca_topic_score_gemma":0.003020402,"domain_scores_codex":[0.9991006,0.0004344888,0.0001123599,0.0001297468,0.0001069714,0.0001159722],"domain_scores_gemma":[0.9875,0.009673887,0.001237375,0.0003564036,0.0007625515,0.000469789],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.2072908,0.00477049,0.001328002,0.06235319,0.001602445,0.0001314841,0.0002945567,0.001063169,0.0005264243,0.004328386,0.6567368,0.05957431],"study_design_scores_gemma":[0.8912473,0.0111463,0.007066451,0.007537935,0.001527019,0.00009254627,0.0001929956,0.001550507,0.0005337308,0.005060481,0.07393852,0.0001061147],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.0198498,0.003093771,0.004423667,0.003896605,0.001674788,0.1104829,0.828125,0.001435395,0.02701808],"genre_scores_gemma":[0.1441252,0.002706587,0.01866858,0.005098261,0.001081004,0.6787794,0.07656663,0.0004843807,0.07248995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7127996,"threshold_uncertainty_score":0.4096565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00784645683836987,"score_gpt":0.2639671861617821,"score_spread":0.2561207293234122,"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."}}