{"id":"W73735451","doi":"10.1155/2000/745179","title":"A Question of Demand and Supply? Defining the Demand and Providing a Supply of Respirologists","year":2000,"lang":"en","type":"article","venue":"Canadian Respiratory Journal","topic":"Radiology practices and education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Supply and demand; On demand; Physician supply; Demand management; Microeconomics; Commerce; Economics; Keynesian economics","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":[0.003936241,0.0003500441,0.0007746503,0.003230568,0.002469355,0.008248953,0.001847089,0.003585517,0.008778819],"category_scores_gemma":[0.02803384,0.0004472368,0.0003758755,0.00780327,0.00606168,0.0144698,0.001541912,0.003578496,0.0009583188],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02418109,"about_ca_system_score_gemma":0.02053537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4859412,"about_ca_topic_score_gemma":0.4799977,"domain_scores_codex":[0.9957503,0.0009229678,0.0003098256,0.0002952655,0.00167487,0.001046706],"domain_scores_gemma":[0.9762215,0.008082052,0.003109758,0.0003472866,0.006996062,0.005243332],"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":[0.0003825598,0.0002320933,0.1564057,0.001352748,0.0001414919,0.0006233377,0.01083943,0.002669262,0.0008092201,0.1557469,0.5369177,0.1338796],"study_design_scores_gemma":[0.0001193255,0.0002912617,0.2426832,0.003529056,0.00009181429,0.001264234,0.08504001,0.008292852,0.0004545662,0.1568633,0.5008748,0.0004956568],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05004235,0.02271976,0.002224807,0.8882868,0.001892366,0.00003191674,0.00283104,0.00006651646,0.03190447],"genre_scores_gemma":[0.8803439,0.02391907,0.002231064,0.07431228,0.009073439,0.00007964196,0.001894902,0.0002192036,0.007926492],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9758189,"threshold_uncertainty_score":0.9662255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153919283900179,"score_gpt":0.2921700273757808,"score_spread":0.2706308345367791,"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."}}