{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01171887,0.0004381813,0.0005450797,0.0008821688,0.0005501196,0.0009803519,0.0008265841,0.0007133791,0.005820884],"category_scores_gemma":[0.01074272,0.0001785811,0.0005116994,0.0004112874,0.0003540488,0.000532049,0.001105971,0.0006691454,0.001741583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002517555,"about_ca_system_score_gemma":0.002995922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003537683,"about_ca_topic_score_gemma":0.007976501,"domain_scores_codex":[0.9963755,0.001057443,0.0002019008,0.0002271149,0.001840573,0.0002974695],"domain_scores_gemma":[0.9928005,0.001110552,0.0004957988,0.0003125989,0.003307823,0.001972873],"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":[0.03135294,0.05534559,0.08859666,0.002935054,0.0003426933,0.0004588197,0.003214736,0.01239576,0.0392071,0.005788252,0.0531976,0.7071648],"study_design_scores_gemma":[0.003737081,0.1354941,0.5731936,0.0007306122,0.0002374893,0.0002943973,0.002361933,0.01193488,0.02374026,0.00110413,0.2470336,0.0001378959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9418462,0.0006822476,0.00302351,0.0008661843,0.0005099084,0.007217683,0.003851528,0.0005848702,0.04141775],"genre_scores_gemma":[0.9382252,0.0005042052,0.02014327,0.0005239166,0.000192427,0.006034727,0.008249816,0.00007056973,0.02605596],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01171887,"threshold_uncertainty_score":0.06197602,"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."}}