{"id":"W4242112853","doi":"10.31290/jiki.v(3)i(1)y(2017).page:71-84","title":"","year":2017,"lang":"","type":"article","venue":"Jurnal Informasi Kesehatan Indonesia (JIKI)","topic":"Healthcare Quality and Satisfaction","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Medicine; Humanities; Gynecology; Art","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","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"category_scores_codex":[0.02224447,0.003425786,0.005175659,0.001871948,0.07463009,0.004768933,0.007495156,0.006812559,0.000582212],"category_scores_gemma":[0.006767743,0.003449402,0.001914049,0.001120302,0.003331166,0.03077785,0.003740783,0.01915689,0.001070307],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004402312,"about_ca_system_score_gemma":0.0126324,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01687526,"about_ca_topic_score_gemma":0.01732742,"domain_scores_codex":[0.9607607,0.006727866,0.01434694,0.00274187,0.00573154,0.009691112],"domain_scores_gemma":[0.9570887,0.003571806,0.0178189,0.01052243,0.0039476,0.007050525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004359997,0.0006154638,0.781987,0.005443504,0.0005747603,0.0004943707,0.04542139,0.00004503089,0.0001326104,0.03557887,0.0007565172,0.1245905],"study_design_scores_gemma":[0.01384415,0.002109544,0.8851119,0.006164039,0.0004483887,0.0004776407,0.03757241,0.001832648,0.0002977796,0.00106953,0.0479758,0.003096144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.86173,0.001081886,0.001866047,0.09681897,0.01920774,0.007693134,0.0004902642,0.0005653377,0.01054661],"genre_scores_gemma":[0.9678859,0.007290343,0.0004393359,0.01311982,0.007517521,0.000766749,0.0002820855,0.0003796036,0.002318622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1214944,"threshold_uncertainty_score":0.9997075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1865910611316851,"score_gpt":0.4662745837997485,"score_spread":0.2796835226680634,"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."}}