{"id":"W4250718668","doi":"10.4000/communication.540","title":"Igor BABOU et Joëlle LE MAREC (dir.), Sciences, médias et société. Actes de colloque","year":2006,"lang":"fr","type":"article","venue":"Communication","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Humanities","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"],"consensus_categories":["sts"],"category_scores_codex":[0.002626443,0.0001953439,0.0002765353,0.00006059494,0.002781214,0.0003331247,0.001007098,0.0002489322,0.0004658379],"category_scores_gemma":[0.0004520705,0.0002226211,0.0001458103,0.0008045184,0.002746597,0.0006357845,0.0003310887,0.0003757201,0.0001125999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006831596,"about_ca_system_score_gemma":0.001100938,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1452115,"about_ca_topic_score_gemma":0.09673508,"domain_scores_codex":[0.9967013,0.001771212,0.0003422825,0.0002664451,0.000393335,0.0005254302],"domain_scores_gemma":[0.9980686,0.0009229369,0.0002500995,0.0004495698,0.0002134876,0.00009534131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000032417,0.0002503461,0.001958229,0.00001511405,0.00002383871,5.926337e-7,0.009152085,0.00005949448,0.00006511604,0.6898307,0.2888913,0.009749901],"study_design_scores_gemma":[0.0003187126,0.00004318044,0.02249626,0.00009805873,0.00003217631,9.290152e-7,0.006923384,0.0002494084,0.00006465238,0.08888348,0.8806136,0.0002761888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02218152,0.3553938,0.0003261665,0.07942519,0.0007044073,0.0003695209,0.00004166744,0.0001263777,0.5414313],"genre_scores_gemma":[0.8677335,0.04903547,0.005786252,0.002437446,0.0003744506,0.00008685027,0.0000656249,0.00002607946,0.07445432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.845552,"threshold_uncertainty_score":0.9999673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0857172665567967,"score_gpt":0.350759260794585,"score_spread":0.2650419942377883,"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."}}