{"id":"W2737316578","doi":"","title":"Des produits pour apprendre ou des produits à utiliser ?","year":2007,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Competitive and Knowledge Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.009122699,0.0009336466,0.0007591227,0.0006018691,0.001302925,0.001689999,0.002555537,0.0005008557,0.002183414],"category_scores_gemma":[0.005786999,0.001020125,0.0004968053,0.001591,0.001383594,0.001171755,0.003520473,0.001181069,0.002515174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002957566,"about_ca_system_score_gemma":0.0003437892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002253277,"about_ca_topic_score_gemma":0.01019721,"domain_scores_codex":[0.9932894,0.001650462,0.00118428,0.001872882,0.0007723506,0.001230643],"domain_scores_gemma":[0.9834592,0.001307883,0.001012763,0.002672618,0.01137593,0.0001715943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007218763,0.002778169,0.06713409,0.003857478,0.0002808707,0.00004771982,0.008924336,0.00006031506,0.003273197,0.3843608,0.004997376,0.5242135],"study_design_scores_gemma":[0.001030406,0.000001314666,0.1625503,0.02235258,0.0004318535,0.00004368862,0.00140326,0.01143799,0.07964613,0.04554339,0.6730433,0.002515777],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.241226,0.02021524,0.1178156,0.01252196,0.001488292,0.001944014,0.00006522112,0.000665826,0.6040578],"genre_scores_gemma":[0.7575622,0.002134468,0.02356446,0.0002952456,0.0006551773,0.0001725087,0.0005485254,0.0001832093,0.2148842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6680459,"threshold_uncertainty_score":0.9999973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03398714726323849,"score_gpt":0.2504661683947672,"score_spread":0.2164790211315287,"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."}}