{"id":"W7162036223","doi":"10.82308/10717","title":"Towards the identification of family physician learning needs through a reflective process","year":2012,"lang":"en","type":"dissertation","venue":"","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Occupational training; Context (archaeology); Apprenticeship; Research methodology","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":[],"consensus_categories":[],"category_scores_codex":[0.07678653,0.0006532469,0.000739382,0.004703742,0.004457928,0.008033446,0.002141714,0.001953376,0.00432376],"category_scores_gemma":[0.1429309,0.001044642,0.0009446406,0.002409359,0.004403281,0.007355335,0.008918693,0.001857307,0.0008473457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006675486,"about_ca_system_score_gemma":0.02088703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005083523,"about_ca_topic_score_gemma":0.006804853,"domain_scores_codex":[0.921432,0.06492142,0.003027868,0.002577275,0.006326003,0.001715477],"domain_scores_gemma":[0.859776,0.1078448,0.009295622,0.008241582,0.01248584,0.002356159],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003443549,0.00083224,0.03135815,0.002196516,0.00006764029,0.0004460935,0.6737646,0.000613881,0.002479301,0.00727735,0.002076185,0.2785436],"study_design_scores_gemma":[0.0002919993,0.001395186,0.06576513,0.007164867,0.0001931875,0.0009401822,0.8132253,0.004166094,0.01062858,0.02947414,0.06654742,0.000207917],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7833225,0.0016812,0.1511255,0.01159351,0.0001395441,0.01521427,0.000428449,0.0003681292,0.03612695],"genre_scores_gemma":[0.7654389,0.00135802,0.2146143,0.0009714299,0.00003705015,0.01056708,0.0001948456,0.00005300754,0.006765366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07678653,"threshold_uncertainty_score":0.4060909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03844833848982823,"score_gpt":0.405621476952286,"score_spread":0.3671731384624578,"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."}}