{"id":"W7061741398","doi":"","title":"Revamp system before deciding number of doctors Canada needs?","year":2002,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Particle accelerators and beam dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Government (linguistics); Work (physics); MEDLINE","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":[0.01353951,0.0003589189,0.0006275037,0.003132153,0.006810112,0.008323324,0.002492461,0.005170176,0.06298336],"category_scores_gemma":[0.069856,0.0004492718,0.0007057374,0.003043867,0.003351212,0.004569552,0.002833714,0.005138258,0.004421664],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0466486,"about_ca_system_score_gemma":0.1811713,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7116069,"about_ca_topic_score_gemma":0.9064081,"domain_scores_codex":[0.9885252,0.003325271,0.0008336668,0.0007339771,0.002792444,0.003789516],"domain_scores_gemma":[0.9104114,0.01761152,0.002815958,0.001197203,0.03914054,0.02882349],"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":[0.0004471025,0.0001273853,0.03519968,0.0005630702,0.0001083168,0.0003832894,0.00135635,0.0006524124,0.0006956243,0.05490504,0.839545,0.06601679],"study_design_scores_gemma":[0.0003396486,0.00020314,0.05873204,0.002100689,0.0002916138,0.0004253999,0.01315566,0.001071677,0.001410545,0.02187658,0.9001965,0.0001964791],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02702989,0.004443652,0.001632149,0.7941868,0.005475335,0.0005333705,0.003351386,0.0001975932,0.1631498],"genre_scores_gemma":[0.418267,0.005051868,0.01338586,0.4281481,0.003311598,0.0007056423,0.001570653,0.0004074124,0.1291519],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9533514,"threshold_uncertainty_score":0.580183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01113471637650744,"score_gpt":0.1828807093264212,"score_spread":0.1717459929499138,"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."}}