{"id":"W3157073566","doi":"10.7202/1076533ar","title":"Introduction","year":2021,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002057322,0.0007477404,0.0004756695,0.002182662,0.002722642,0.008480928,0.001516829,0.002966969,0.2397555],"category_scores_gemma":[0.007534177,0.0002602951,0.0005138088,0.00234744,0.001752632,0.004880674,0.003904389,0.002669544,0.1023171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00264033,"about_ca_system_score_gemma":0.003805559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006787945,"about_ca_topic_score_gemma":0.004997471,"domain_scores_codex":[0.9973954,0.0005210619,0.0001378063,0.0005945756,0.001082096,0.0002690544],"domain_scores_gemma":[0.9960735,0.0009556245,0.0002664911,0.0003502104,0.001881757,0.0004724211],"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":[0.00008377439,0.00004214792,0.001090862,0.0006862065,0.000008488822,0.0002156008,0.002781516,0.0001349326,0.0005489071,0.1093506,0.7120047,0.1730523],"study_design_scores_gemma":[0.00000210176,0.000006295209,0.0003581705,0.000200069,0.000001781412,0.00009562139,0.0003431324,0.00001624081,0.00007825885,0.002020578,0.9968727,0.000005124141],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005497073,0.0240264,0.008880325,0.06090464,0.020753,0.0002463633,0.00609262,0.001496873,0.8721027],"genre_scores_gemma":[0.05022899,0.01837196,0.00778512,0.02250258,0.01126982,0.0004167276,0.005870836,0.0009852727,0.8825686],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7602445,"threshold_uncertainty_score":0.8020622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706899359279983,"score_gpt":0.3562412100850815,"score_spread":0.1855512741570832,"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."}}