{"id":"W4313051211","doi":"10.1079/cabicomm-62-8170","title":"Evaluation of MAS-ICM 2015-2020","year":2022,"lang":"en","type":"report","venue":"","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Ministry of Agriculture of the People's Republic of China","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[],"category_scores_codex":[0.002540526,0.0001149335,0.0001941025,0.00002165321,0.0001521867,0.0000150378,0.0002161245,0.0000739041,0.06269233],"category_scores_gemma":[0.0007180834,0.00004195113,0.00008937725,0.000578512,0.00004069904,0.00004879507,0.0001830912,0.0001224268,0.00005701576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003182361,"about_ca_system_score_gemma":0.0004517353,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001411288,"about_ca_topic_score_gemma":0.0006632713,"domain_scores_codex":[0.9966953,0.0000970528,0.0003136204,0.0002361728,0.002551595,0.0001062834],"domain_scores_gemma":[0.9963511,0.0001318214,0.0002973214,0.00005886666,0.00314079,0.00002010568],"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":[0.000001516615,0.0001117757,0.001432508,0.00001022924,0.0001013799,2.869201e-7,0.00002744521,0.0000139076,0.0005715107,0.0007120471,0.9461573,0.05086009],"study_design_scores_gemma":[0.0000374835,0.00005899986,0.07421891,0.00001147914,0.0001644605,0.000003643549,0.0009957958,0.00001054647,0.00004400691,0.001007455,0.9233027,0.0001445562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06005744,0.001536576,1.904442e-7,0.004183338,0.002391656,0.0004953936,0.0004213279,0.0000448601,0.9308692],"genre_scores_gemma":[0.7467862,0.00262888,0.0003865648,0.0003887655,0.003567473,0.0007261739,0.007426208,0.000004287089,0.2380854],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6927838,"threshold_uncertainty_score":0.9381645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2411544807158569,"score_gpt":0.3799027069956927,"score_spread":0.1387482262798359,"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."}}