{"id":"W4313352106","doi":"10.4000/osp.16769","title":"Ressources personnelles, sens des études, persévérance et épanouissement : une étude longitudinale implémentant un dispositif pédagogique innovant auprès de jeunes étudiant·es français·es en contexte de COVID-19","year":2022,"lang":"fr","type":"article","venue":"L’Orientation scolaire et professionnelle","topic":"Psychological Well-being and Life Satisfaction","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Humanities; Psychology; 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005776712,0.0009155018,0.0009012853,0.0004152639,0.004611455,0.0002122678,0.0007606694,0.0005760911,0.003895836],"category_scores_gemma":[0.0007049725,0.0009168147,0.0003568851,0.001662579,0.0007379806,0.0006027531,0.0004891488,0.002072102,0.0001396678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001646459,"about_ca_system_score_gemma":0.0007007532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008231859,"about_ca_topic_score_gemma":0.005319136,"domain_scores_codex":[0.9853123,0.008833831,0.001425453,0.001742322,0.001038834,0.001647196],"domain_scores_gemma":[0.9951518,0.00197926,0.0009834032,0.0008455166,0.000258439,0.0007815798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002284963,0.003197572,0.2852983,0.0006782703,0.0006894961,0.0008051346,0.6420447,0.003231914,0.0100903,0.03506864,0.01014873,0.006462008],"study_design_scores_gemma":[0.005394558,0.001369114,0.4717643,0.0007553593,0.0002907838,0.0005517334,0.4878943,0.0003190615,0.001058077,0.003447928,0.0260055,0.001149279],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264004,0.008667573,0.01350844,0.04326466,0.004017523,0.00200173,0.0004249143,0.0004043592,0.00131045],"genre_scores_gemma":[0.978264,0.002105034,0.002389318,0.01029488,0.0004769819,0.001402027,0.0003339819,0.0001545418,0.004579208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.186466,"threshold_uncertainty_score":0.9993283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03734306813655338,"score_gpt":0.3723563526681903,"score_spread":0.3350132845316369,"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."}}