{"id":"W6958684897","doi":"10.6084/m9.figshare.c.6849016.v1","title":"Professional identity formation among undergraduate pre-medical students: a scoping review protocol","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Identity (music); Identity formation; Inclusion (mineral); Protocol (science); Narrative; Professional development; Process (computing); Continuing professional development","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":[0.1701663,0.004864058,0.01471765,0.02483748,0.005608545,0.009337916,0.00652126,0.01180724,0.05140373],"category_scores_gemma":[0.1502498,0.006518484,0.01215946,0.01776672,0.006329033,0.01034701,0.00672205,0.006519882,0.01210751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01657034,"about_ca_system_score_gemma":0.1029962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005013135,"about_ca_topic_score_gemma":0.01051745,"domain_scores_codex":[0.9230855,0.02932088,0.02998218,0.005043472,0.009862318,0.002705632],"domain_scores_gemma":[0.8821815,0.04613846,0.01647344,0.009291231,0.04149327,0.004422066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006336566,0.001119999,0.002035864,0.8332004,0.001929767,0.002390365,0.01268123,0.001730429,0.002986061,0.01183548,0.03680081,0.08695304],"study_design_scores_gemma":[0.01438266,0.003209757,0.01006728,0.6941244,0.005630212,0.001418467,0.01312109,0.001818004,0.003709281,0.01347971,0.2383752,0.0006639567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004170027,0.0009929218,0.001225001,0.0002517412,0.0001121776,0.9952094,0.001376193,0.00003271802,0.0003828271],"genre_scores_gemma":[0.0003437897,0.0008007966,0.003052017,0.0001181593,0.00001671188,0.9952142,0.0002746414,0.000004028756,0.0001756546],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1701663,"threshold_uncertainty_score":0.8999361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02593406602253778,"score_gpt":0.4083402464536784,"score_spread":0.3824061804311406,"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."}}