{"id":"W4406572291","doi":"10.1016/j.ccol.2020.12.049","title":"10.1016/j.ccol.2020.12.049","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002750285,0.0001747361,0.0003066029,0.0001716175,0.0001996667,0.001305949,0.003064553,0.0001688725,0.9990546],"category_scores_gemma":[0.00233192,0.0001328764,0.000105078,0.001080292,0.00006496856,0.001360676,0.0002803027,0.0003517143,0.9984571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004229511,"about_ca_system_score_gemma":0.00008623584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005530977,"about_ca_topic_score_gemma":6.609726e-7,"domain_scores_codex":[0.9967614,0.0001647013,0.0005587283,0.0006160217,0.001472546,0.000426648],"domain_scores_gemma":[0.9980007,0.0006321947,0.0001041555,0.0007529921,0.0001546835,0.0003552538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002643474,0.00001114034,0.000001886964,2.82204e-7,0.000003237628,0.000003416202,0.00002197014,0.00005372558,0.000003666122,0.000001151953,0.5368742,0.4629989],"study_design_scores_gemma":[0.0001760274,0.0000488032,0.0002065489,0.000009732556,0.00000632884,0.00001172635,0.000008095048,0.0005182351,0.00004272342,0.0003856769,0.9983851,0.0002010303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00157754,0.00006448929,0.00000554672,0.002996106,0.000009063172,0.0001853429,0.00002408385,0.0001248876,0.9950129],"genre_scores_gemma":[0.0007780787,2.926985e-7,0.0001420342,0.0004240757,0.0003509184,0.00001676367,0.000006831175,0.00001861496,0.9982624],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4627978,"threshold_uncertainty_score":0.9997308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03167264226438691,"score_gpt":0.2953909835976334,"score_spread":0.2637183413332465,"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."}}