{"id":"W7112859742","doi":"","title":"Validation and application of CRT-WP","year":2024,"lang":"en","type":"article","venue":"Saint Mary's University Institutional Repository (Saint Mary's University)","topic":"Engineering and Material Science Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint Mary's University","funders":"","keywords":"Resource (disambiguation); Measure (data warehouse); Data collection; Set (abstract data type); Key (lock)","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":[0.03828124,0.001499911,0.000932329,0.004160463,0.001740556,0.005244232,0.003688978,0.002134925,0.04384515],"category_scores_gemma":[0.1417031,0.0006851997,0.001643198,0.003030096,0.002546671,0.002204607,0.005088144,0.002032347,0.03030363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002170613,"about_ca_system_score_gemma":0.006277126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008737104,"about_ca_topic_score_gemma":0.007503061,"domain_scores_codex":[0.9727911,0.007579605,0.002163143,0.004397262,0.01214184,0.0009271164],"domain_scores_gemma":[0.8981295,0.03110313,0.003641648,0.02010434,0.04594999,0.001071402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002456847,0.001714518,0.08977257,0.004524221,0.0005335542,0.0007390548,0.008474813,0.01160859,0.06155217,0.03085392,0.1233741,0.6643956],"study_design_scores_gemma":[0.0006407055,0.002313553,0.1536183,0.005936562,0.001204404,0.001574476,0.00787603,0.05591509,0.1438062,0.02612636,0.6004657,0.0005226614],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2103142,0.001809292,0.504057,0.00205747,0.003296077,0.01243799,0.06468489,0.0119912,0.1893518],"genre_scores_gemma":[0.4910008,0.0007988976,0.4019204,0.001605381,0.0002665618,0.01543218,0.04232435,0.005528346,0.04112309],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04384515,"threshold_uncertainty_score":0.202453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007289368792902351,"score_gpt":0.2048533113353851,"score_spread":0.1975639425424828,"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."}}