{"id":"W4417456406","doi":"10.3917/inno.048.0273f","title":"Benoit Duguay, 2015, Consommer, consumer. Dérives de la consommation , Québec, Ed. Liber, 158 p.","year":2015,"lang":"","type":"article","venue":"Innovations","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Consumption (sociology); Period (music); Field (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.002907674,0.0003364769,0.0004181073,0.0001747156,0.001452919,0.0006480797,0.000814361,0.0004709847,0.001345627],"category_scores_gemma":[0.003714179,0.0003682644,0.0001353628,0.003144178,0.003961372,0.001139192,0.0001649404,0.0005414442,0.0007616791],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000774565,"about_ca_system_score_gemma":0.009320784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2355026,"about_ca_topic_score_gemma":0.05801003,"domain_scores_codex":[0.9958647,0.0007523314,0.0008599309,0.0005553138,0.001086522,0.0008811474],"domain_scores_gemma":[0.9959401,0.001171024,0.0008165829,0.0004064743,0.001187707,0.000478092],"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":[0.00001790202,0.0002744284,0.03286795,0.00001120163,0.00006354696,0.000007507073,0.03492584,0.00003672199,0.000139663,0.234635,0.6900185,0.007001697],"study_design_scores_gemma":[0.0009668699,0.00008001926,0.01729795,0.00007513563,0.00006739143,0.00000833676,0.02725402,0.0002214699,0.00009269358,0.01849953,0.9349039,0.0005327513],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4416674,0.01998197,0.002536962,0.1767088,0.005364707,0.001523951,0.0004184658,0.0004259234,0.3513718],"genre_scores_gemma":[0.9777017,0.002159893,0.00111501,0.002051808,0.0009618265,0.00005655229,0.00002427396,0.00003290988,0.01589601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5360343,"threshold_uncertainty_score":0.9998769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03979643810601765,"score_gpt":0.3570270082996136,"score_spread":0.317230570193596,"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."}}