{"id":"W4412718756","doi":"10.54932/tbpa9062","title":"A demanding patient: assessing Quebec’s healthcare spending needs","year":2025,"lang":"en","type":"report","venue":"","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health care; Public spending; Public healthcare; Business; Healthcare system; Public economics; Public support; Economics; Economic growth; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008055788,0.0002939644,0.0001463505,0.002435592,0.001740294,0.001811931,0.0007604996,0.0005513182,0.006293649],"category_scores_gemma":[0.002539567,0.0001713451,0.0004424495,0.003656518,0.0003039009,0.0006325021,0.0007958619,0.0006527235,0.0007416236],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03319619,"about_ca_system_score_gemma":0.02225302,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9932657,"about_ca_topic_score_gemma":0.9967315,"domain_scores_codex":[0.9994861,0.00005988397,0.0000314618,0.00002619442,0.0002341723,0.0001621951],"domain_scores_gemma":[0.9976274,0.0001811751,0.0002353945,0.00004234929,0.001335405,0.0005782334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001400188,0.0001794643,0.7904209,0.0001889311,0.0001051456,0.0002073233,0.001859547,0.001020146,0.000171793,0.001445648,0.1584336,0.04582738],"study_design_scores_gemma":[0.00001359179,0.00002864494,0.9760746,0.00009762458,0.00002248657,0.00004141205,0.003462127,0.001080186,0.00008190216,0.00007100402,0.01900507,0.00002134558],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7527825,0.00459671,0.0005703476,0.01738274,0.0001659249,0.0005687163,0.103019,0.0001179887,0.1207961],"genre_scores_gemma":[0.9137673,0.0028201,0.001721768,0.002295895,0.00006473027,0.0002445078,0.04008435,0.0000318569,0.03896951],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9668038,"threshold_uncertainty_score":0.2408564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2924435676007564,"score_gpt":0.5653410502026811,"score_spread":0.2728974826019247,"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."}}