{"id":"W4248658141","doi":"10.14322/publons.r2984433","title":"10.14322/publons.r2984433","year":2000,"lang":"en","type":"dataset","venue":"Time to knit","topic":"Educational Reforms and Innovations","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Decision support system; Computer science; Software project management; Software; Software engineering; Engineering management; Systems engineering; Software system; Engineering; Software construction; Artificial intelligence; Operating system","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":[0.0001253591,0.0001975913,0.0001606647,0.00008989644,0.0001355076,0.00005399893,0.0004899536,0.0001410087,0.9992975],"category_scores_gemma":[0.00005403392,0.0001705504,0.00005239025,0.0004496693,0.00007368855,0.0001491432,0.0001597246,0.0002027252,0.9971795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001988347,"about_ca_system_score_gemma":0.00005177857,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004026977,"about_ca_topic_score_gemma":0.000003722345,"domain_scores_codex":[0.9987883,0.00001371212,0.0002396333,0.0003259632,0.0003647486,0.0002676675],"domain_scores_gemma":[0.9992234,0.00002931106,0.00007007054,0.0005183444,0.00001280985,0.0001461176],"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":[0.00000526875,0.00008201259,1.206969e-7,0.000003066606,0.000007261342,9.24239e-7,0.000001568555,0.00003087284,0.000003074796,4.031131e-7,0.9665168,0.03334861],"study_design_scores_gemma":[0.00004593072,0.00005564229,0.0001072411,0.00001234078,0.00001405087,0.000004869236,4.019543e-7,0.000002730297,0.00000182808,0.00001296525,0.9995121,0.0002299429],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.000005160556,0.000004702705,3.327163e-8,0.0003251605,0.000006740689,0.0001181246,0.5068034,0.00001576226,0.4927209],"genre_scores_gemma":[4.715194e-8,7.077794e-7,0.00004439391,0.0001937976,0.00009013688,0.00003262044,0.4703937,0.000008209161,0.5292363],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03651543,"threshold_uncertainty_score":0.6954845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006506133267096412,"score_gpt":0.2035449979807674,"score_spread":0.197038864713671,"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."}}