{"id":"W4405483415","doi":"10.12927/hcq.2024.27492","title":"The Siren Call for Business Model Innovation in Healthcare","year":2024,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Pharmaceutical Economics and Policy","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Siren (mythology); Health care; Business; Business model; Best practice; Health administration; Marketing; Management; Operations management; Public relations; Engineering; Political science; Economics; History","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01520044,0.0004565754,0.0005664668,0.001193869,0.004089443,0.01190513,0.001242431,0.007723527,0.008309222],"category_scores_gemma":[0.02824459,0.0002812017,0.0006355073,0.001275771,0.02464733,0.01173378,0.004296396,0.01091305,0.001402162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01895843,"about_ca_system_score_gemma":0.03085377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04981285,"about_ca_topic_score_gemma":0.04872096,"domain_scores_codex":[0.9901294,0.00467071,0.0001954959,0.000513186,0.003488881,0.001002343],"domain_scores_gemma":[0.9812964,0.01151776,0.0006051737,0.001560042,0.002849312,0.002171449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001217358,0.0000108912,0.0001231103,0.00007366036,0.000005100132,0.00003712742,0.000496874,0.0003264513,0.00004444202,0.9177163,0.06610506,0.01504889],"study_design_scores_gemma":[0.00001445936,0.00001711711,0.0002564848,0.0004760794,0.000005455654,0.0000825006,0.001033713,0.0008983695,0.0001052484,0.4279082,0.5691834,0.00001899534],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002338232,0.02383446,0.005370072,0.9005985,0.003937538,0.00001235259,0.00004310425,0.00005979361,0.06380595],"genre_scores_gemma":[0.4958661,0.0842741,0.01739218,0.3229515,0.01583776,0.0001491323,0.00013889,0.0002828137,0.06310758],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04981285,"threshold_uncertainty_score":0.1375536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09833059128394396,"score_gpt":0.3528621629846106,"score_spread":0.2545315717006667,"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."}}