{"id":"W2181599922","doi":"10.1071/hc10273","title":"Review of registration requirements for new part-time doctors in New Zealand, Australia, the United Kingdom, Ireland and Canada","year":2010,"lang":"en","type":"article","venue":"Journal of Primary Health Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Kingdom; New Zealand studies; Political science; Northern ireland; Medicine; Optometry; Family medicine; History; Ethnology; Sociology; Social science","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":[0.002028504,0.0001678389,0.0006627509,0.0001134925,0.0002721495,0.000006976784,0.0002486921,0.0001503731,0.0001442386],"category_scores_gemma":[0.0005745671,0.000117432,0.00006251781,0.0002927241,0.00003758348,0.0001386455,0.00003835282,0.0009447943,0.000001766854],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009296329,"about_ca_system_score_gemma":0.01359265,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7029995,"about_ca_topic_score_gemma":0.7545793,"domain_scores_codex":[0.9965007,0.0004259725,0.001926836,0.0001586742,0.0004572909,0.0005304751],"domain_scores_gemma":[0.9960209,0.0005495867,0.002090451,0.0002826895,0.000499592,0.0005567939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001971119,0.00001333379,0.04296992,0.008619073,0.00001432664,0.000004131775,0.001000069,0.000003043962,0.0000187775,0.000160031,0.9444578,0.002542335],"study_design_scores_gemma":[0.001723402,0.0003299892,0.02693626,0.01511084,0.00003520804,0.00001478391,0.0003930436,0.000001836915,0.000003759654,0.0001088804,0.9552445,0.0000974939],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8142115,0.0367702,0.00002287364,0.1395613,0.00419529,0.004569723,0.000143228,0.00001847626,0.0005073361],"genre_scores_gemma":[0.3612203,0.1795672,0.02252597,0.3687536,0.01665713,0.0001978168,0.001951474,0.0004099581,0.04871647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4529912,"threshold_uncertainty_score":0.9919994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08343694271688289,"score_gpt":0.436814476223129,"score_spread":0.3533775335062461,"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."}}