{"id":"W4396539921","doi":"10.1515/9782760556782-007","title":"Accompagnement à l’aide du numérique","year":2022,"lang":"fr","type":"book-chapter","venue":"Presses de l'Université du Québec eBooks","topic":"Agriculture and Rural Development Research","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Sociology; Political 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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003110808,0.0007064181,0.0006053872,0.00006967394,0.001611947,0.0001777362,0.00153197,0.0004306347,0.3068624],"category_scores_gemma":[0.00003561048,0.0003576147,0.0004936691,0.00008000894,0.0004145716,0.0002016444,0.001851629,0.0009628413,0.002312116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018634,"about_ca_system_score_gemma":0.0003592231,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05699653,"about_ca_topic_score_gemma":0.0657016,"domain_scores_codex":[0.9968371,0.0001919678,0.0004537936,0.0008499191,0.0007750836,0.0008920692],"domain_scores_gemma":[0.9982861,0.0004961267,0.0003078388,0.0001975041,0.0002298709,0.0004825625],"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":[0.0006083474,0.0004313454,0.0533493,0.0003977961,0.001279659,0.002537993,0.006567052,0.0001584386,0.01406937,0.1412402,0.3846593,0.3947012],"study_design_scores_gemma":[0.0003131816,0.0003612528,0.03079221,0.0001330277,0.00009523037,0.0001390739,0.001467107,0.00002257506,0.0006210923,0.0009854655,0.9642773,0.0007924915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05804031,0.003704787,0.00003507081,0.03650969,0.0004543761,0.001094871,0.0001807115,0.00024352,0.8997366],"genre_scores_gemma":[0.4100091,0.004570148,0.0001259039,0.0009389694,0.001208255,0.00005370489,0.0004288409,0.00001837815,0.5826467],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5796179,"threshold_uncertainty_score":0.9998876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01749388302224974,"score_gpt":0.1827734868173425,"score_spread":0.1652796037950928,"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."}}