{"id":"W4414950783","doi":"","title":"The Transformative Role of Artificial Intelligence in the Healthcare Industry: A Comprehensive Analysis","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Healthcare Systems and Public Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Catholic Historical Association","funders":"","keywords":"Transformative learning; Health care; Context (archaeology); Patient care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.005539762,0.000516417,0.0005549248,0.005834208,0.001039009,0.01010361,0.0009136765,0.001460029,0.003373222],"category_scores_gemma":[0.00825344,0.0002469678,0.0007719193,0.006173034,0.005731461,0.009055016,0.002508054,0.001893327,0.0002768021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003555111,"about_ca_system_score_gemma":0.003388142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00203688,"about_ca_topic_score_gemma":0.002045668,"domain_scores_codex":[0.9967341,0.001461806,0.0001229687,0.0001836636,0.001211632,0.0002858646],"domain_scores_gemma":[0.9868797,0.01023539,0.0008069911,0.0006054717,0.001243574,0.0002287168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008222469,0.0001068586,0.007833103,0.0009981935,0.0001549648,0.0003363835,0.002189222,0.007305757,0.0007824284,0.8692549,0.002509384,0.1084466],"study_design_scores_gemma":[0.00001519373,0.0001216722,0.0190472,0.002136231,0.0002130492,0.0007623154,0.009737762,0.02831411,0.001599569,0.849654,0.0883451,0.00005391676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.2451606,0.2033245,0.102423,0.07723604,0.0004482686,0.0002569868,0.0004337695,0.0002070711,0.3705097],"genre_scores_gemma":[0.9271008,0.05777147,0.00973896,0.001481831,0.00030699,0.00006147955,0.0001402739,0.00002687326,0.003371431],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01010361,"threshold_uncertainty_score":0.02929741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0317810486500289,"score_gpt":0.3177935477990749,"score_spread":0.286012499149046,"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."}}