{"id":"W4296151623","doi":"10.47854/anthropen.v1i1.51550","title":"Arrangement","year":2022,"lang":"fr","type":"article","venue":"Anthropen","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics","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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004676984,0.00009543417,0.0001641808,0.00001919186,0.003159938,0.00004444417,0.0003276309,0.00002913274,0.03706554],"category_scores_gemma":[0.00002415815,0.0001100348,0.00009389615,0.0004122195,0.0009257549,0.0001145548,0.0003955844,0.0001751086,0.00055356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005675535,"about_ca_system_score_gemma":0.0001052104,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04188246,"about_ca_topic_score_gemma":0.003543839,"domain_scores_codex":[0.9985741,0.0003385313,0.000137846,0.0001948096,0.00038083,0.0003738703],"domain_scores_gemma":[0.9996749,0.00004692698,0.00006218455,0.0001116393,0.00002937579,0.00007497161],"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":[0.000003319802,0.0001433537,0.0005865427,0.00000572053,0.00005798992,0.00001501174,0.0284938,0.0000120188,0.00000282539,0.3220209,0.5961505,0.05250799],"study_design_scores_gemma":[0.0001504437,0.0001100085,0.001179471,0.000005906372,0.00002610573,5.254187e-7,0.02479949,0.000007307493,0.000002508122,0.005600382,0.9679723,0.0001455396],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004298494,0.1199785,0.00002370852,0.08148634,0.01178538,0.0003045662,0.00005292444,0.00004001916,0.7820301],"genre_scores_gemma":[0.4592519,0.00840428,0.0000902016,0.002204306,0.001430947,0.00009934836,0.000006657889,0.00001674833,0.5284957],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4549534,"threshold_uncertainty_score":0.9981378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07849151096715302,"score_gpt":0.3055054197633433,"score_spread":0.2270139087961903,"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."}}