{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001976702,0.0003482186,0.0006246902,0.0002205566,0.000665733,0.002112244,0.00312235,0.00038446,0.0003464349],"category_scores_gemma":[0.01345469,0.0003175003,0.0002819484,0.001641275,0.001268869,0.005217274,0.001078663,0.0009174672,0.00001757184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001539227,"about_ca_system_score_gemma":0.0008128731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006004334,"about_ca_topic_score_gemma":0.000301137,"domain_scores_codex":[0.997395,0.0002389716,0.0007023145,0.0003537883,0.0006177052,0.0006922281],"domain_scores_gemma":[0.9575951,0.0004418325,0.0008753442,0.0003250638,0.04059467,0.0001680244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003936725,0.0010568,0.1737893,0.001844421,0.0009039556,0.000003320038,0.39059,0.00002455119,0.007172946,0.3215082,0.04952335,0.05318953],"study_design_scores_gemma":[0.0008174468,0.0003651942,0.04634898,0.001888011,0.000432855,0.000005770691,0.07154063,0.0007067526,0.007621184,0.01210045,0.8577095,0.0004632644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8280518,0.001036634,0.00002030298,0.02738725,0.0009311338,0.0003944674,0.00009065663,0.00007710594,0.1420106],"genre_scores_gemma":[0.9667591,0.0008109002,0.0001791975,0.0007977259,0.00008794413,0.00002059893,0.000006576753,0.00002194749,0.03131599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8081861,"threshold_uncertainty_score":0.9999277,"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."}}