{"id":"W4386590122","doi":"10.22454/fammed.2023.261011","title":"Novel Performance Rating Instruments for Gynecological Procedures in Primary Care: A Pilot Study","year":2023,"lang":"en","type":"article","venue":"Family Medicine","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Primary care; Medicine; Family medicine; Psychology; Medical physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006182218,0.0001798483,0.0004124391,0.0003595631,0.0001395988,0.000005455997,0.0001097432,0.00006247381,0.00003076154],"category_scores_gemma":[0.000948783,0.0001417454,0.00002282572,0.0008815366,0.00007152796,0.0000692343,0.00003609898,0.000239572,0.00002532637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004831523,"about_ca_system_score_gemma":0.0007564857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002800958,"about_ca_topic_score_gemma":0.00005932417,"domain_scores_codex":[0.9981201,0.00003820896,0.0006033623,0.0003887197,0.000470211,0.00037943],"domain_scores_gemma":[0.998509,0.0006276539,0.0001178812,0.0002675254,0.0003279525,0.0001499472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004768355,0.0005124355,0.9838901,0.001335778,0.00001785745,0.000005309063,0.00663937,0.000203621,0.00207669,0.000008595849,0.001063823,0.003769578],"study_design_scores_gemma":[0.008027902,0.006691087,0.9603425,0.0005937794,0.00003888161,0.000005012449,0.02197543,0.002067865,0.00002826716,0.000008301241,0.0001060446,0.0001149306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930326,0.0001681908,0.00001946003,0.001764002,0.0008249673,0.0034055,0.000008357733,0.0001802487,0.0005967184],"genre_scores_gemma":[0.9946538,0.00002669361,0.0005928157,0.002570033,0.0005460189,0.001029464,0.0003018148,0.0000318815,0.0002475154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02354761,"threshold_uncertainty_score":0.5780211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1520471702659618,"score_gpt":0.3960499813196599,"score_spread":0.2440028110536981,"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."}}