{"id":"W4411324589","doi":"10.53762/3p1rp564","title":"10.53762/3p1rp564","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Diverse Academic Research Analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0006784868,0.00006414833,0.0001107896,0.00009614616,0.000260341,0.00007891648,0.0004768259,0.00006969376,0.999031],"category_scores_gemma":[0.0002857465,0.00006439127,0.00006730029,0.0006138901,0.0001234301,0.0001842448,0.00004339173,0.0001121877,0.9938784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008658123,"about_ca_system_score_gemma":0.0000957419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001637015,"about_ca_topic_score_gemma":0.000007521343,"domain_scores_codex":[0.9985775,0.0001490704,0.0001052865,0.0001848192,0.0005758734,0.000407446],"domain_scores_gemma":[0.9993459,0.00007765755,0.00001569379,0.0001742112,0.00005894466,0.0003276019],"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":[0.00001508224,0.0000129004,0.000001957217,5.419297e-7,0.00001764772,0.000004919187,0.0002084864,0.00001551741,0.00001106869,0.00002909558,0.3835801,0.6161027],"study_design_scores_gemma":[0.00006415304,0.00002260646,0.00002402362,0.000003592282,0.00001058048,1.592095e-7,0.00003490602,0.00003304076,0.0000075121,0.00005166596,0.9996645,0.00008328597],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001248219,0.00003824446,2.723443e-7,0.00212253,0.000001226669,0.0001182426,0.000005528115,0.00008870648,0.9963771],"genre_scores_gemma":[0.000844743,0.000007568901,0.00006247775,0.0001031424,0.0001798634,0.000008640783,0.000003220729,0.000007129524,0.9987832],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6160844,"threshold_uncertainty_score":0.26258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01505768907092531,"score_gpt":0.2727014772856079,"score_spread":0.2576437882146826,"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."}}