{"id":"W4254412220","doi":"10.4000/edc.1752","title":"Introduction","year":2010,"lang":"fr","type":"article","venue":"Etudes de communication/Études de communication","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Musée de la Civilisation","funders":"","keywords":"Humanities; Philosophy; Sociology","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0142197,0.0004178201,0.000417347,0.0002225586,0.002894424,0.000379072,0.003804049,0.000891624,0.002043098],"category_scores_gemma":[0.004514702,0.0005412359,0.0002439592,0.001008962,0.004910824,0.001160753,0.0005598053,0.002616106,0.0003955873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001071077,"about_ca_system_score_gemma":0.001443188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002769749,"about_ca_topic_score_gemma":0.006520879,"domain_scores_codex":[0.9911009,0.005968974,0.0009231016,0.0005298676,0.0004955789,0.0009815814],"domain_scores_gemma":[0.9895016,0.0045908,0.0007218726,0.003884714,0.000902536,0.0003985123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009991038,0.0006699255,0.005933546,0.00005192802,0.0001393904,2.256405e-7,0.05058358,0.0001041586,0.001208598,0.9066582,0.01761356,0.01702692],"study_design_scores_gemma":[0.0003884293,0.00005100704,0.01911461,0.0001362481,0.0001576702,0.00003711696,0.03556684,0.0007732915,0.0001232227,0.03993169,0.9031711,0.0005488004],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2404818,0.03191662,0.001725729,0.5813268,0.004499523,0.001070764,0.00003728834,0.0005931322,0.1383484],"genre_scores_gemma":[0.8406883,0.044365,0.09984455,0.001501965,0.004386614,0.0003150569,0.0005041407,0.00007621232,0.008318102],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8855575,"threshold_uncertainty_score":0.9997039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1573352349216167,"score_gpt":0.449967340556516,"score_spread":0.2926321056348993,"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."}}