{"id":"W4403693555","doi":"10.1186/s12909-024-06225-0","title":"Medical learner perspectives on elements of an educational rural generalist pathway: survey outcomes","year":2024,"lang":"en","type":"article","venue":"BMC Medical Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Generalist and specialist species; Medical education; Medicine; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007874862,0.0001209429,0.0003136536,0.0009332982,0.001022555,0.001807872,0.0003475487,0.0004547087,0.002273031],"category_scores_gemma":[0.02148451,0.0001464406,0.0003544026,0.0009329662,0.0006247444,0.0009548108,0.001897058,0.0006296121,0.0003503035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002150028,"about_ca_system_score_gemma":0.004301223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02144641,"about_ca_topic_score_gemma":0.03211747,"domain_scores_codex":[0.9965185,0.001395,0.0003289751,0.0001632619,0.001049192,0.0005451075],"domain_scores_gemma":[0.988102,0.003254653,0.003223126,0.0002127965,0.003293809,0.001913704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001141496,0.0001859922,0.9328833,0.0001475631,0.00002000177,0.0001139601,0.05060356,0.00006491769,0.0002989448,0.0001010673,0.0008309881,0.01463565],"study_design_scores_gemma":[0.00001424659,0.0006450189,0.8399739,0.000220936,0.000018355,0.0001735517,0.1532219,0.0002341524,0.0003713582,0.00007620367,0.005021731,0.00002861723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99765,0.00006395519,0.00009293984,0.0003790639,0.000004951271,0.0000629211,0.0002880723,0.000005034362,0.001453053],"genre_scores_gemma":[0.9984146,0.0001600015,0.0002727615,0.0002040179,0.000006035968,0.0001110997,0.0002354996,0.000003410026,0.0005924497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02144641,"threshold_uncertainty_score":0.04264313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06611659940418362,"score_gpt":0.5072889823958144,"score_spread":0.4411723829916308,"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."}}