{"id":"W4382986618","doi":"10.21203/rs.3.rs-3083726/v1","title":"Advice to future family physicians: Findings from qualitative interviews with family medicine residents and early-career family physicians","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Family medicine; Advice (programming); Qualitative research; Medicine; Psychology; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.02736815,0.0007001384,0.001020416,0.002209239,0.0171314,0.007332324,0.002643204,0.005125871,0.005043677],"category_scores_gemma":[0.08983559,0.001019852,0.0004198604,0.002171498,0.009869714,0.006403673,0.007390883,0.007129123,0.000486512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009300505,"about_ca_system_score_gemma":0.01644309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02511872,"about_ca_topic_score_gemma":0.05179924,"domain_scores_codex":[0.9776118,0.0161483,0.0007406872,0.001034723,0.001597713,0.002866664],"domain_scores_gemma":[0.817228,0.157554,0.007997873,0.001166734,0.006984903,0.009068441],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001652449,0.00002527701,0.002079254,0.00006202133,0.000002370303,0.0002148944,0.9958954,0.000006498667,0.00008414991,0.0001855697,0.000379409,0.001048669],"study_design_scores_gemma":[0.000003658828,0.00001069692,0.001170146,0.0001075807,0.000002100852,0.00006080398,0.9965813,0.00001032462,0.00004916431,0.00008200436,0.001917098,0.00000520513],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9813464,0.00105521,0.001241296,0.008480085,0.000241666,0.0002098628,0.0003468748,0.00001709917,0.007061466],"genre_scores_gemma":[0.9880604,0.0009383095,0.001012262,0.004930695,0.00006955691,0.0003737798,0.0001230236,0.00004177499,0.004450055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02736815,"threshold_uncertainty_score":0.1447383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2539576603318032,"score_gpt":0.5410771610756373,"score_spread":0.2871195007438341,"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."}}