{"id":"W4243162557","doi":"10.1177/07591063211019946","title":"Comment chercher ?","year":2021,"lang":"fr","type":"article","venue":"Bulletin of Sociological Methodology/Bulletin de Méthodologie Sociologique","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","research_integrity","insufficient_payload"],"category_scores_codex":[0.13666,0.001216456,0.003585525,0.0002508872,0.000708723,0.000157896,0.002787871,0.006832879,0.1643229],"category_scores_gemma":[0.2075785,0.001007372,0.001841566,0.0007672641,0.007210974,0.00006767544,0.002118709,0.005120697,0.004645879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001041025,"about_ca_system_score_gemma":0.003033889,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002538028,"about_ca_topic_score_gemma":0.000009368633,"domain_scores_codex":[0.8539984,0.1358308,0.003724623,0.002479148,0.001469528,0.002497477],"domain_scores_gemma":[0.8530327,0.1400138,0.002037205,0.001830186,0.002452596,0.0006335378],"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":[0.000767744,0.002085258,0.03509009,0.000353882,0.0007848909,0.0005002374,0.003647514,0.001129563,0.00404551,0.2621668,0.585762,0.1036665],"study_design_scores_gemma":[0.00151226,0.001307006,0.01980232,0.000167027,0.0002105703,0.0002315988,0.01266589,0.0001081659,0.004409738,0.2416398,0.7170401,0.0009054942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.03900692,0.03240808,0.1614065,0.7313529,0.004219512,0.0009636687,0.0001788902,0.0002956197,0.03016799],"genre_scores_gemma":[0.03353795,0.02419163,0.8379973,0.06888632,0.001161216,0.0003202032,0.00009182765,0.00008705183,0.03372656],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6765908,"threshold_uncertainty_score":0.9992377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6630589679511459,"score_gpt":0.5550877966177591,"score_spread":0.1079711713333869,"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."}}