{"id":"W4367158665","doi":"10.7202/1083955ar","title":"Commentaries","year":2021,"lang":"en","type":"article","venue":"Culture","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001664995,0.00003418352,0.00003671691,0.000001997427,0.00004451398,0.00001214539,0.00005193091,0.00002255535,0.01777042],"category_scores_gemma":[0.000008236703,0.00002635879,0.00001669804,0.00005279601,0.00003217188,0.0000517018,0.00009311235,0.00003572165,0.002080292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001563387,"about_ca_system_score_gemma":0.000001119083,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001069353,"about_ca_topic_score_gemma":0.0001997162,"domain_scores_codex":[0.9997483,0.00001159681,0.00003176183,0.00008684301,0.00004334678,0.00007818541],"domain_scores_gemma":[0.9998887,0.000005382603,0.00000859902,0.00007362839,0.000001612598,0.00002204621],"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":[0.000001269587,0.00002485877,0.0570152,0.000001453198,0.000006107212,0.00001861467,0.0005747736,0.00001200942,0.001006713,0.00122255,0.939164,0.0009524696],"study_design_scores_gemma":[0.00009423569,0.000009570897,0.07925494,6.796881e-7,0.000005044663,0.00000355589,0.0003425387,0.000004906135,0.0004743348,0.0008138454,0.9189563,0.00004000049],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2298117,0.0001243528,0.0001312554,0.005502149,0.0002124104,0.00006224295,0.000001651927,0.00002801995,0.7641262],"genre_scores_gemma":[0.6452922,0.00006431324,0.002448462,0.006295208,0.0001046054,0.000008189032,0.00005090857,0.000007482733,0.3457287],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.4183975,"threshold_uncertainty_score":0.9986967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005421930759432356,"score_gpt":0.197476262886414,"score_spread":0.1920543321269816,"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."}}