{"id":"W4410705098","doi":"10.29173/cais1878","title":"Supported Yet Isolated","year":2025,"lang":"fr","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Service-Learning and Community Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00283565,0.0005399684,0.0004200782,0.001669991,0.007003481,0.006519274,0.002112068,0.001372965,0.05907301],"category_scores_gemma":[0.01016598,0.0002871452,0.0004107883,0.001200823,0.004470542,0.00520691,0.01580324,0.002380487,0.01106037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001749243,"about_ca_system_score_gemma":0.003248567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00365067,"about_ca_topic_score_gemma":0.005439453,"domain_scores_codex":[0.9945068,0.001624906,0.0002320882,0.0008409956,0.001352869,0.001442356],"domain_scores_gemma":[0.9897681,0.001268236,0.001330293,0.0009346132,0.001593315,0.005105463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005724034,0.0008668971,0.06630066,0.0007056653,0.0001669267,0.006944074,0.3061226,0.0003088813,0.007080635,0.1465872,0.08049253,0.3838516],"study_design_scores_gemma":[0.0001027918,0.0006564573,0.02536867,0.0006200114,0.00006173863,0.004188045,0.2722056,0.0007146152,0.001412629,0.03897471,0.6555481,0.0001466067],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5704412,0.001527499,0.009562206,0.01392237,0.001562831,0.0003847613,0.0005770387,0.0003997244,0.4016223],"genre_scores_gemma":[0.8758886,0.0004671309,0.001879585,0.002316048,0.0001944612,0.0002980194,0.0003529328,0.0001124243,0.1184908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05907301,"threshold_uncertainty_score":0.1976189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02924610475452919,"score_gpt":0.285246944012919,"score_spread":0.2560008392583898,"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."}}