{"id":"W4308864412","doi":"10.7202/1093294ar","title":"Introduction","year":2022,"lang":"fr","type":"article","venue":"Politique et Sociétés","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Humanities; Philosophy","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":[],"category_scores_codex":[0.002599864,0.0009207368,0.0005304713,0.001390007,0.002638157,0.007093066,0.002030634,0.00400396,0.2695149],"category_scores_gemma":[0.008057158,0.0003028117,0.0006805002,0.001606389,0.001948936,0.004718942,0.004490149,0.003864424,0.1392695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002884722,"about_ca_system_score_gemma":0.004374733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005124242,"about_ca_topic_score_gemma":0.004021571,"domain_scores_codex":[0.9975083,0.000401317,0.0001275411,0.0006974299,0.0009459401,0.0003194337],"domain_scores_gemma":[0.9964526,0.0007456883,0.0002108818,0.0003803076,0.001738093,0.0004725652],"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":[0.00005984871,0.00003413626,0.0006754848,0.0004408452,0.000006986151,0.0001413722,0.001306553,0.0001231754,0.000383457,0.0956243,0.8001514,0.1010524],"study_design_scores_gemma":[0.000002644099,0.000007095694,0.0002851111,0.0001584933,0.000001627106,0.00006251365,0.0001789653,0.00001513849,0.000063072,0.003531627,0.9956887,0.000004935001],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003541356,0.01674052,0.009310626,0.09525465,0.03308302,0.0002886744,0.008187532,0.001317235,0.8322764],"genre_scores_gemma":[0.03556422,0.01357549,0.005951862,0.0438309,0.01409704,0.0004771647,0.006810606,0.000997531,0.8786951],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7304851,"threshold_uncertainty_score":0.9016172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.327929125507579,"score_gpt":0.4339145131663626,"score_spread":0.1059853876587837,"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."}}