{"id":"W3184647829","doi":"","title":"Atelier PRT 6 - Recherches coopératives et collaboratives","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"French Language Learning Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Computer science","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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.02587851,0.0003815487,0.0005435116,0.0001843598,0.0007921671,0.001297181,0.001406726,0.0006564754,0.0006568314],"category_scores_gemma":[0.02901026,0.000421163,0.0002197885,0.001046217,0.000991652,0.0003221974,0.001210142,0.001496661,0.00003440385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003368256,"about_ca_system_score_gemma":0.002992832,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.00941993,"about_ca_topic_score_gemma":0.03423175,"domain_scores_codex":[0.9302303,0.06713429,0.0004969423,0.0009463091,0.0007091096,0.000483108],"domain_scores_gemma":[0.9875389,0.005461633,0.0006376224,0.001661133,0.004434535,0.0002661952],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001267245,0.0006092035,0.001964042,0.0001844944,0.0002100591,0.00002561189,0.734827,0.00008260216,0.00767809,0.1996429,0.002089772,0.05267356],"study_design_scores_gemma":[0.001402763,0.000001839576,0.01139517,0.01032919,0.0002334602,0.000009411697,0.05895224,0.002204625,0.2138091,0.01796207,0.6806695,0.003030593],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.1574972,0.01118681,0.1340537,0.04685083,0.0007821808,0.001048662,0.00005893068,0.0007500263,0.6477717],"genre_scores_gemma":[0.3508765,0.003739372,0.4950904,0.0004012848,0.00009342167,0.000203181,0.000492242,0.0000955662,0.1490081],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6785798,"threshold_uncertainty_score":0.999824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05982130930362475,"score_gpt":0.3513361609560905,"score_spread":0.2915148516524658,"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."}}