{"id":"W4206658266","doi":"10.3917/cerpsy.100.0068","title":"Chacun peut entraîner ses neurones des maths","year":2018,"lang":"fr","type":"article","venue":"Cerveau & Psycho","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Réseau Technoscience","funders":"","keywords":"Psychology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001493183,0.0003762307,0.0003767999,0.0001210097,0.001023311,0.0002319094,0.0007703466,0.0003548657,0.01548928],"category_scores_gemma":[0.0006333046,0.0003780701,0.0002441762,0.001031784,0.003701202,0.0004805072,0.0001016778,0.0004733726,0.004240491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001445149,"about_ca_system_score_gemma":0.00015553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003974526,"about_ca_topic_score_gemma":0.002300962,"domain_scores_codex":[0.9955481,0.001607471,0.000413438,0.0007204968,0.0005736958,0.001136793],"domain_scores_gemma":[0.9981299,0.0003750607,0.0002252661,0.0006262417,0.0002336436,0.0004099077],"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":[0.00004722842,0.000447119,0.01448828,0.0001959671,0.0001329407,0.00008332905,0.07754178,0.000006841535,0.001722666,0.05025333,0.06728613,0.7877944],"study_design_scores_gemma":[0.0003696385,0.0003314851,0.03060975,0.0001979274,0.0000868444,0.00002363248,0.002237681,0.00009011912,0.0007338442,0.009406407,0.9554294,0.0004832499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4456978,0.05912544,0.003121895,0.02403512,0.02283769,0.0005451789,0.00002749556,0.0004886714,0.4441207],"genre_scores_gemma":[0.5354375,0.001964086,0.0347717,0.002717499,0.01220526,0.00004152113,0.000009646053,0.0001454762,0.4127074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8881433,"threshold_uncertainty_score":0.9998671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07922582752324382,"score_gpt":0.4057370561366856,"score_spread":0.3265112286134418,"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."}}