{"id":"W3162067665","doi":"10.37506/mlu.v21i2.2864","title":"Quality Circles in Hospital: An Exploratory Study","year":2021,"lang":"en","type":"article","venue":"Medico-Legal Update","topic":"Patient Satisfaction in Healthcare","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Quality (philosophy); Exploratory research; Psychology; Sociology; Epistemology; Philosophy; Social science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002114625,0.000213589,0.0004817089,0.0001631395,0.0004850228,0.00001485089,0.0002470586,0.000224709,0.001582629],"category_scores_gemma":[0.0009066774,0.0002179561,0.00004936105,0.0005286175,0.00005723255,0.0006116391,0.0001978754,0.001255177,0.0007716994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003791479,"about_ca_system_score_gemma":0.001053538,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001705818,"about_ca_topic_score_gemma":0.02087587,"domain_scores_codex":[0.9926645,0.004075508,0.001198241,0.0006433302,0.0007287241,0.0006896551],"domain_scores_gemma":[0.9976833,0.0003576681,0.0003110033,0.0008982575,0.0003453134,0.0004044309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003288309,0.000449225,0.9705839,0.000145714,0.00001693758,0.000167293,0.0208443,0.000002206799,0.00004574816,0.001224188,0.00333378,0.003153824],"study_design_scores_gemma":[0.001688053,0.0002266083,0.8942057,0.0001322764,0.00000890417,0.000001039201,0.07905079,0.00002134596,0.00002928884,0.0004641151,0.02392764,0.0002442506],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987769,0.000212,0.00006037919,0.004493363,0.004427747,0.001097492,0.00006800654,0.0002349785,0.00163701],"genre_scores_gemma":[0.9957303,0.00006694629,0.000152486,0.002663273,0.0004007255,0.0005193068,0.0001471253,0.00004402249,0.0002757795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07637822,"threshold_uncertainty_score":0.99933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09860174488602788,"score_gpt":0.4598709539379193,"score_spread":0.3612692090518914,"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."}}