{"id":"W4396629639","doi":"10.1007/978-3-031-59419-9_54","title":"Towards the Improvement of ASR Guidelines","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick; Université Laval","funders":"","keywords":"Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02231502,0.001076268,0.0007956707,0.004654579,0.001223039,0.01232277,0.00421341,0.004174845,0.03299341],"category_scores_gemma":[0.04795533,0.0009641502,0.0008565235,0.003314489,0.002370911,0.008553886,0.003744318,0.006642793,0.02307872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004108805,"about_ca_system_score_gemma":0.01066449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00731337,"about_ca_topic_score_gemma":0.01129577,"domain_scores_codex":[0.9806148,0.008259683,0.0008422844,0.0007246431,0.009138765,0.0004197578],"domain_scores_gemma":[0.9603105,0.01630508,0.001641594,0.004188146,0.01666299,0.0008916899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001915079,0.000102512,0.0002709533,0.0004812921,0.00001563479,0.0001016412,0.001108663,0.003465584,0.0009326257,0.2886517,0.2949255,0.4099247],"study_design_scores_gemma":[0.00001096072,0.00003638304,0.0002934942,0.0009880366,0.00001182637,0.000144944,0.0005027421,0.006074866,0.0007182418,0.08543914,0.905748,0.00003147326],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003286161,0.01501458,0.3883143,0.07175696,0.004509341,0.0006060714,0.001087148,0.004615262,0.5108102],"genre_scores_gemma":[0.02558878,0.01634595,0.6661645,0.01041625,0.001701306,0.0004264836,0.00194251,0.002017755,0.2753964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03299341,"threshold_uncertainty_score":0.1180145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.166858125677521,"score_gpt":0.3821924369301594,"score_spread":0.2153343112526384,"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."}}