{"id":"W4310103756","doi":"10.29173/af29451","title":"Introduction","year":2022,"lang":"fr","type":"article","venue":"ALTERNATIVE FRANCOPHONE","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005507037,0.0001662717,0.0002533859,0.0000644499,0.002128806,0.00002999588,0.0003130846,0.00004704241,0.03028334],"category_scores_gemma":[0.0001329518,0.0002073395,0.0001377724,0.001233606,0.000806657,0.0001993267,0.0002325291,0.0004564169,0.001001302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229062,"about_ca_system_score_gemma":0.000115506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03001314,"about_ca_topic_score_gemma":0.001273726,"domain_scores_codex":[0.9976409,0.0005936628,0.0002265901,0.0003737592,0.000715522,0.00044956],"domain_scores_gemma":[0.9993345,0.0001048395,0.0001618079,0.0001493867,0.0001475016,0.0001020228],"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":[0.00001743262,0.0002280369,0.0001259933,0.000008550876,0.0001367352,0.00002380343,0.05054662,0.0003972762,0.00003973249,0.1181733,0.7879532,0.04234933],"study_design_scores_gemma":[0.0003453087,0.000164508,0.0006069706,0.000004589906,0.00001526089,0.00000240564,0.01766542,0.0001032071,0.00005785207,0.01622551,0.9645955,0.0002134973],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.05386547,0.1930989,0.0008020647,0.1415431,0.3383466,0.0006212544,0.0002196019,0.0001523299,0.2713507],"genre_scores_gemma":[0.3907855,0.005904486,0.0002241991,0.001951994,0.07092991,0.000180298,0.00001924787,0.00003644366,0.5299679],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.33692,"threshold_uncertainty_score":0.9997765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02333529518316168,"score_gpt":0.2562082086010112,"score_spread":0.2328729134178495,"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."}}