{"id":"W4399601468","doi":"10.4000/11tff","title":"Introduction","year":2024,"lang":"fr","type":"article","venue":"Belphégor","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001963624,0.0008344472,0.0005272243,0.001414082,0.003552384,0.007986004,0.002261243,0.003576078,0.3746768],"category_scores_gemma":[0.006637587,0.0003213995,0.0007461335,0.001857676,0.001998227,0.005316173,0.004705299,0.002988907,0.192466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004008534,"about_ca_system_score_gemma":0.00497809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007118388,"about_ca_topic_score_gemma":0.007425758,"domain_scores_codex":[0.9975399,0.0004292511,0.0001203414,0.000658596,0.0008734412,0.0003785614],"domain_scores_gemma":[0.9975388,0.0003992729,0.0001329366,0.0003878119,0.001067175,0.0004740518],"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":[0.0001310043,0.00009327961,0.001664302,0.0004385581,0.00001346942,0.000322838,0.002672159,0.0002096799,0.0006173322,0.2199635,0.5780552,0.1958187],"study_design_scores_gemma":[0.000003825683,0.00001148464,0.0004459284,0.0001211093,0.000002186625,0.00009169048,0.0004859152,0.00002928877,0.00009268879,0.006262911,0.9924475,0.000005510523],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003468692,0.003978326,0.006787142,0.02030793,0.00519939,0.000220517,0.003405815,0.0007513236,0.9558808],"genre_scores_gemma":[0.04374334,0.004651209,0.005931293,0.01094239,0.001657283,0.0003601598,0.004650526,0.000591845,0.9274721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6253232,"threshold_uncertainty_score":0.8919477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1769118789956341,"score_gpt":0.3119286768052895,"score_spread":0.1350167978096554,"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."}}