{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004193677,0.0001828268,0.0002119419,0.000607657,0.0005859833,0.00009929241,0.0004162722,0.0001325506,0.00006943236],"category_scores_gemma":[0.00004116275,0.0001977774,0.00009613919,0.000721628,0.0006294677,0.0008220263,0.0003212105,0.0001669977,0.00004098095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001191868,"about_ca_system_score_gemma":0.0003775625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002089025,"about_ca_topic_score_gemma":0.00001825997,"domain_scores_codex":[0.9983999,0.0001341339,0.0001810586,0.0005172926,0.0004692374,0.000298358],"domain_scores_gemma":[0.9991552,0.0001280228,0.00007810103,0.0002610487,0.0001767939,0.0002008924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001555435,0.0001020844,0.001107494,0.0003004838,0.0000395484,0.000381326,0.0002240695,0.004275491,0.5922362,0.3996523,0.0001758858,0.001349577],"study_design_scores_gemma":[0.001666645,0.0006833557,0.01995334,0.0007771471,0.0003433047,0.0003769746,0.002210558,0.0184662,0.3495226,0.001683911,0.6027603,0.001555723],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.961009,0.00009353719,0.02372477,0.0002480731,0.0006248233,0.0002589375,0.00006376522,0.0002425994,0.01373455],"genre_scores_gemma":[0.9947966,0.00009321483,0.001053527,0.000006454282,0.0000828496,3.871167e-7,0.00004261175,0.000008666938,0.003915654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6025844,"threshold_uncertainty_score":0.806513,"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."}}