{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001426712,0.002141577,0.001299655,0.005252689,0.0006700688,0.003853342,0.002891621,0.002317205,0.3607171],"category_scores_gemma":[0.00918956,0.001262043,0.001118117,0.01353358,0.0005184871,0.001642688,0.002584266,0.001467463,0.4579648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001825688,"about_ca_system_score_gemma":0.00269464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04186399,"about_ca_topic_score_gemma":0.05644561,"domain_scores_codex":[0.998485,0.0002227896,0.000214298,0.0004173356,0.0003286271,0.0003319559],"domain_scores_gemma":[0.9957305,0.00113414,0.0008642359,0.0009226471,0.0008590287,0.000489509],"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":[0.00005820813,0.00002064264,0.00122367,0.0005439443,0.0000312636,0.00001352899,0.00002138712,0.0002793164,0.00003879095,0.0004034094,0.9945763,0.002789479],"study_design_scores_gemma":[0.0003971474,0.00003503491,0.005769045,0.0004039937,0.00003971942,0.00002915859,0.0001030559,0.000386424,0.0002676594,0.0008582218,0.9916745,0.00003589298],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.00006951339,0.00003539197,0.0000366596,0.00004763681,0.00001523651,0.000005115519,0.9987398,0.0002261683,0.0008245372],"genre_scores_gemma":[0.0005613102,0.0000677201,0.0001191269,0.00005824169,0.00001255462,0.00006157871,0.9957269,0.000143638,0.003248912],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.6392828,"threshold_uncertainty_score":0.9118594,"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."}}