{"id":"W313469735","doi":"","title":"Increasing medical student interest in general practice in New Zealand: where to from here?","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General practice; Flexibility (engineering); General interest; Quarter (Canadian coin); Special Interest Group; Medical education; Family medicine; Management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002896339,0.0001953315,0.0003979354,0.0001685438,0.0001139447,0.00002581962,0.0005020461,0.0004625306,0.0008030702],"category_scores_gemma":[0.005852023,0.000179063,0.00003036149,0.0004151522,0.00002903541,0.0002254349,0.0003998462,0.002127054,0.0003410174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000414903,"about_ca_system_score_gemma":0.0005776167,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1620912,"about_ca_topic_score_gemma":0.489316,"domain_scores_codex":[0.9958555,0.001124648,0.0008903175,0.0004429308,0.0004904824,0.001196082],"domain_scores_gemma":[0.99616,0.001946223,0.000189143,0.0004203453,0.00007452432,0.001209805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003362085,0.000172222,0.8777168,0.00002419982,0.000009831373,0.0001178263,0.005377087,0.000002646437,0.00001260375,0.0004351517,0.02051209,0.09528333],"study_design_scores_gemma":[0.001445013,0.00001578997,0.748041,0.0003090661,0.000006127716,0.000005605074,0.002722953,0.00001799346,0.000002743487,0.000313196,0.2469759,0.0001446062],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9489911,0.0002934637,0.000005071851,0.04041314,0.002070613,0.00200279,0.000008024176,0.0000793017,0.006136485],"genre_scores_gemma":[0.9829842,0.0001239744,0.001988925,0.009144173,0.001360097,0.0009877742,0.00001646318,0.00003773846,0.003356588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3272248,"threshold_uncertainty_score":0.9241111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05598659252825668,"score_gpt":0.438878927056953,"score_spread":0.3828923345286963,"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."}}