{"id":"W1979948401","doi":"10.1186/1472-6920-14-184","title":"Family physicians’ professional identity formation: a study protocol to explore impression management processes in institutional academic contexts","year":2014,"lang":"en","type":"review","venue":"BMC Medical Education","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Canadian Institutes of Health Research; National Institute for Health and Care Research","keywords":"Context (archaeology); Interpersonal communication; Construct (python library); Identity (music); Grounded theory; Medical education; Rhetorical question; Focus group; Qualitative research; Psychology; Medicine; Social psychology; Sociology; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002875653,0.0005261279,0.001622693,0.0006928795,0.0007610605,0.00002221876,0.0009819405,0.0008812445,0.0005045347],"category_scores_gemma":[0.002255144,0.0003945683,0.0001687864,0.001187398,0.00006437947,0.0007903313,0.0006352877,0.002340377,0.0008790157],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002059389,"about_ca_system_score_gemma":0.04280867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001064794,"about_ca_topic_score_gemma":0.0008378745,"domain_scores_codex":[0.9917387,0.002177096,0.002671434,0.0007658391,0.001926295,0.0007206481],"domain_scores_gemma":[0.9964728,0.0009210025,0.001113677,0.0005552535,0.0004043011,0.0005329626],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000751272,0.001039267,0.0009677373,0.1794702,0.00002134325,0.000003611251,0.002981287,3.739632e-7,2.912796e-8,0.0005943549,0.07460833,0.7402383],"study_design_scores_gemma":[0.001266603,0.00009025453,0.004230739,0.08218566,0.0001075936,0.000002854691,0.003076306,0.000003644685,3.08196e-8,0.0002771099,0.9084145,0.0003447389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0003724782,0.429674,0.002250389,0.00216275,0.008374169,0.5506346,0.00003048226,0.0002886632,0.00621254],"genre_scores_gemma":[0.00004571886,0.3010921,0.0003425034,0.01056688,0.001825139,0.6838577,0.0004032526,0.0000523991,0.001814337],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8338062,"threshold_uncertainty_score":0.9999613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2163710264274794,"score_gpt":0.5929980725023922,"score_spread":0.3766270460749128,"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."}}