{"id":"W3092282603","doi":"10.18162/ritpu-2020-v17n1-13","title":"Le développement professionnel au postsecondaire à l’ère du numérique","year":2020,"lang":"fr","type":"article","venue":"Revue internationale des technologies en pédagogie universitaire","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006545339,0.0003038053,0.000322008,0.0001909575,0.001210168,0.00006066702,0.001370236,0.0006068504,0.0002240113],"category_scores_gemma":[0.002703991,0.000372628,0.0002151403,0.0007030664,0.002623231,0.0008133992,0.0004561716,0.0006022929,0.0001593609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001407874,"about_ca_system_score_gemma":0.001603343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003169175,"about_ca_topic_score_gemma":0.0006289069,"domain_scores_codex":[0.9977485,0.0003880533,0.0003967862,0.0006063039,0.0003158695,0.0005444965],"domain_scores_gemma":[0.9977667,0.001007047,0.0003150881,0.0002533097,0.0005144579,0.0001434407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001698041,0.0002443031,0.03613666,0.000258097,0.0002773872,0.00005459405,0.1517309,0.0001299752,0.00009136055,0.7042435,0.008759568,0.0980567],"study_design_scores_gemma":[0.0003971795,0.0001369781,0.00308706,0.0003957723,0.00002709486,0.00001652044,0.6812602,0.0002268787,0.0001623823,0.009256166,0.3046761,0.0003577009],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3416951,0.001838489,0.00199084,0.6204667,0.001972398,0.0003862828,0.00006921588,0.000670919,0.03091005],"genre_scores_gemma":[0.9449242,0.007136684,0.004514447,0.0005098129,0.001459304,0.00003023382,0.000117132,0.00003430945,0.04127385],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6949874,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2203909067628571,"score_gpt":0.3714562438704064,"score_spread":0.1510653371075492,"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."}}