{"id":"W4230873665","doi":"10.2172/990112","title":"10.2172/990112","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.00004363369,0.0000550902,0.00005220585,0.00001986901,0.00002406517,0.00003358279,0.0003964681,0.00001948833,0.9429067],"category_scores_gemma":[0.000005369379,0.00005056527,0.00002265837,0.0001362076,0.00001222655,0.00008133859,0.0001167754,0.00005405804,0.9691229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000248816,"about_ca_system_score_gemma":0.00000366315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004042377,"about_ca_topic_score_gemma":3.978453e-9,"domain_scores_codex":[0.9994582,0.000004469375,0.0000542462,0.0001510479,0.0001490538,0.0001829692],"domain_scores_gemma":[0.9996138,0.00001749077,0.000002806332,0.0002329886,0.00000292841,0.0001299363],"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":[0.000003924623,0.00002563074,9.118249e-8,0.000002449017,0.000002515656,0.000004733313,0.000006130602,0.0008947789,0.001507323,0.000006629916,0.02323351,0.9743123],"study_design_scores_gemma":[0.00005618908,0.00003301897,0.00004796719,0.000003641695,4.618097e-7,0.000003837732,2.83341e-8,0.01174846,0.001045624,0.00001240311,0.986976,0.00007241961],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001389152,0.00002478618,0.0001775011,0.0004205216,0.000001322927,0.00004928441,9.4944e-7,0.0001305834,0.9978059],"genre_scores_gemma":[0.0008233434,2.9406e-7,0.00114826,0.00003436894,0.00002804546,0.000005988569,0.000001293002,0.000004919833,0.9979535],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9742399,"threshold_uncertainty_score":0.2061992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003820469709265111,"score_gpt":0.1544101120905597,"score_spread":0.1505896423812946,"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."}}