{"id":"W2724757044","doi":"10.4000/osp.5504","title":"Masdonati, J., Bangali, M., &amp; Cournoyer, L. Education et vie au travail. Perspectives contemporaines sur les parcours et l’orientation des jeunes.","year":2017,"lang":"fr","type":"article","venue":"L’Orientation scolaire et professionnelle","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Sociology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004528511,0.0005001512,0.0005155798,0.0001390376,0.006275711,0.0008845239,0.0009132217,0.0004439046,0.0007598585],"category_scores_gemma":[0.002602763,0.0004916964,0.0002641353,0.0006703236,0.00259564,0.005260692,0.0001935957,0.0006012747,0.0001184262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008512408,"about_ca_system_score_gemma":0.00448348,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1018928,"about_ca_topic_score_gemma":0.207319,"domain_scores_codex":[0.9935452,0.002255406,0.0007976018,0.00103074,0.001533932,0.0008371421],"domain_scores_gemma":[0.9951165,0.0005656136,0.001852205,0.0006437881,0.001396418,0.0004255043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008771715,0.0009432712,0.188141,0.0001774419,0.00005430913,0.000002666057,0.5628548,0.00003812859,0.0002274033,0.1825373,0.03746976,0.02746608],"study_design_scores_gemma":[0.0009106903,0.00009632546,0.4628463,0.001001797,0.00005772448,0.000002830219,0.4830496,0.00003986062,0.00009126768,0.01289599,0.03850342,0.0005041606],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8426791,0.01212227,0.002570005,0.09975301,0.01172744,0.001569113,0.0001019884,0.0001266724,0.02935044],"genre_scores_gemma":[0.9162098,0.003705479,0.001437712,0.0008209751,0.0009415438,0.0002719454,0.00009554347,0.00005368319,0.07646336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2747053,"threshold_uncertainty_score":0.9997535,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07108692090844472,"score_gpt":0.4020507198242773,"score_spread":0.3309637989158326,"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."}}