{"id":"W4243899889","doi":"10.7202/1075551ar","title":"Introduction","year":2020,"lang":"fr","type":"article","venue":"Cahiers Société","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Université du Québec à Montréal","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001391241,0.0002440236,0.0003502297,0.00006046004,0.001162678,0.0001363827,0.000366426,0.0004530016,0.003390006],"category_scores_gemma":[0.002170242,0.0002925645,0.0001915231,0.001614524,0.002179078,0.0006061165,0.00005248288,0.0007078226,0.0007375545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001550928,"about_ca_system_score_gemma":0.000502135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008663005,"about_ca_topic_score_gemma":0.00007165605,"domain_scores_codex":[0.9968905,0.0008004054,0.0005275639,0.0005885122,0.0005664909,0.000626564],"domain_scores_gemma":[0.9984432,0.0001333102,0.0002656698,0.0002933986,0.0005949723,0.0002693865],"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":[0.00001485547,0.00005122582,0.000443701,0.0002527421,0.00005907631,0.00000559557,0.1306232,0.00007850551,0.00007273211,0.573076,0.2799693,0.0153531],"study_design_scores_gemma":[0.0002924675,0.00008535757,0.0002458929,0.00000983625,0.00004698063,0.000001752105,0.1007461,0.0002548048,0.00006089086,0.01137626,0.8865929,0.0002867059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1223585,0.00415095,0.002882163,0.7219031,0.01956311,0.001184703,0.00002514485,0.0003842801,0.1275479],"genre_scores_gemma":[0.8793427,0.00007772431,0.0002477718,0.003824549,0.03182636,0.00003074307,0.00003625195,0.00004483696,0.08456911],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7569841,"threshold_uncertainty_score":0.9999527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02255676541399141,"score_gpt":0.3145351239367446,"score_spread":0.2919783585227532,"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."}}