{"id":"W2306040891","doi":"","title":"Remediation plans in family medicine residency","year":2015,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal; College of Family Physicians of Canada","funders":"","keywords":"Environmental remediation; Plan (archaeology); Medical education; Quality (philosophy); Process (computing); Cognitive remediation therapy; Psychology; Cognition; Medicine; Family medicine; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001597011,0.0001748299,0.0002869545,0.0003848767,0.00003603326,0.00001292348,0.0001771955,0.0001116147,0.00009757047],"category_scores_gemma":[0.008462303,0.0001476185,0.00002508696,0.001524386,0.0001385145,0.0001655594,0.00003501584,0.0004692029,0.0001553447],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004849769,"about_ca_system_score_gemma":0.000594471,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001165535,"about_ca_topic_score_gemma":0.00003273628,"domain_scores_codex":[0.997365,0.000136877,0.0006459554,0.0003526461,0.0008031296,0.0006963641],"domain_scores_gemma":[0.9986297,0.0000520039,0.0001407918,0.0004517169,0.0003598392,0.0003659284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004321187,0.0005236691,0.4828297,0.0001359705,0.00004347305,0.0003034954,0.02428073,0.00002647943,0.001716757,0.005917323,0.415746,0.06804428],"study_design_scores_gemma":[0.002647785,0.0001529474,0.8580652,0.0001928116,0.00004119052,0.00004010266,0.001378509,0.0001191007,0.0002771105,0.0005256924,0.1364008,0.0001587136],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199162,0.0004925246,0.0002800746,0.02785989,0.003023639,0.0008289117,0.0000033939,0.0001452063,0.04745021],"genre_scores_gemma":[0.9888908,0.0003098919,0.001774524,0.00397402,0.002016448,0.00009865698,0.0001949643,0.00004956762,0.002691176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3752355,"threshold_uncertainty_score":0.9998899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04801245739989431,"score_gpt":0.2981711957577813,"score_spread":0.250158738357887,"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."}}