{"id":"W3166779014","doi":"","title":"Effectiveness of Service Quality of Hospitals and Integrated Delivery Networks Based on Early Readmission Rate","year":2018,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Artificial Intelligence in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Hospital readmission; Service delivery framework; Service (business); Business; Medicine; Emergency medicine; Marketing","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.02246243,0.0003471497,0.0008028169,0.0002204375,0.0004752337,0.00003139397,0.000790889,0.0007917146,0.0001462043],"category_scores_gemma":[0.006076318,0.0003292281,0.0001439451,0.0005351437,0.0003339862,0.00008647993,0.0009365341,0.001337383,0.00002021929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002029386,"about_ca_system_score_gemma":0.0009365324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03781878,"about_ca_topic_score_gemma":0.005303204,"domain_scores_codex":[0.9553496,0.04173842,0.001378704,0.0007415436,0.0003933237,0.0003984489],"domain_scores_gemma":[0.9710841,0.0159429,0.001707011,0.002009578,0.009014819,0.000241596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003123345,0.001955029,0.8199846,0.02886105,0.0003023793,0.000005530675,0.04923166,0.003138468,0.02205807,0.03339903,0.0006216775,0.03731918],"study_design_scores_gemma":[0.0009506578,0.00001362169,0.5653962,0.07281078,0.00009572371,3.658382e-7,0.001580377,0.220168,0.1300117,0.007897792,0.0002393981,0.0008353779],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9619546,0.000353236,0.03058156,0.001887496,0.0004490096,0.001601629,0.0001651592,0.0001123148,0.002894979],"genre_scores_gemma":[0.9955582,0.0002381544,0.003203599,0.0001671575,0.0000254716,0.000129164,0.0003712091,0.00005020037,0.000256867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2545884,"threshold_uncertainty_score":0.999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06291787123474896,"score_gpt":0.3808491271133099,"score_spread":0.317931255878561,"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."}}