{"id":"W4411656791","doi":"10.51847/wehbwrkhfh","title":"10.51847/wEHbWRKHfh","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Educational Management and Quality","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Loyalty; Quality (philosophy); Mediator; Psychology; Marketing; Business; Advertising; Medicine; Internal medicine; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001814428,0.00006070191,0.00005928269,0.00004294345,0.00005750609,0.00007969233,0.0005081502,0.00001540202,0.9620085],"category_scores_gemma":[0.00001173877,0.00005961953,0.00002601082,0.00024375,0.00001084806,0.0002012392,0.00007350193,0.00003202888,0.9817029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001636382,"about_ca_system_score_gemma":0.00001902665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001063746,"about_ca_topic_score_gemma":5.124436e-8,"domain_scores_codex":[0.9993924,0.00002961212,0.00009465377,0.0001868098,0.00015384,0.0001426993],"domain_scores_gemma":[0.9995103,0.00003600779,0.00001376843,0.0003404214,0.00002464355,0.00007490027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003042789,0.0000390554,6.321822e-7,0.000002117379,0.000004498305,8.362458e-7,0.00003413282,0.0000249996,0.000004240961,0.001027066,0.08584096,0.9130184],"study_design_scores_gemma":[0.00004878346,0.0000276194,0.0005707626,0.000003096868,0.000001773844,7.195754e-7,3.915673e-7,0.0006644264,0.000006848162,0.0001278076,0.998462,0.0000858338],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000620819,0.00001421546,0.0001600252,0.003299565,0.000005784569,0.0000805516,7.973945e-7,0.0001279467,0.9956903],"genre_scores_gemma":[0.0005453895,1.119283e-7,0.00239357,0.000377579,0.00008271933,0.000009804048,0.000003054586,0.000003521138,0.9965842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9129326,"threshold_uncertainty_score":0.2431214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01325547739706396,"score_gpt":0.2190663632538293,"score_spread":0.2058108858567654,"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."}}