{"id":"W3098904732","doi":"","title":"The 2019 Final Reports:- Development and expansion of steelpan programs at RPSM","year":2020,"lang":"en","type":"article","venue":"York University Digital Library (York University)","topic":"Marine and Offshore Engineering Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"York University","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001662028,0.0001856524,0.0001939265,0.00009840205,0.0002381717,0.00006284545,0.0002465199,0.00006805603,0.00001312314],"category_scores_gemma":[0.000006219298,0.0001833879,0.00007278088,0.000475315,0.0001182342,0.0006255526,0.0005082889,0.0001311859,0.00000934506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005233848,"about_ca_system_score_gemma":0.00004977567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004350141,"about_ca_topic_score_gemma":0.000005795989,"domain_scores_codex":[0.9992513,0.00001091741,0.0001368669,0.0002239063,0.000144829,0.0002321723],"domain_scores_gemma":[0.9995542,0.00005221128,0.00005458611,0.0001644645,0.00001556726,0.0001589457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002003151,0.0003530158,0.3059207,0.001601248,0.002915847,0.006019779,0.01320164,0.01080422,0.0007687941,0.02708499,0.3131629,0.3161637],"study_design_scores_gemma":[0.0002901386,0.00007480207,0.003452939,0.00004037039,0.00002655331,0.000009612232,0.001681971,0.0002400635,0.0006406564,0.000008759233,0.9932813,0.0002528151],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9187563,0.0005877737,0.0004846052,0.0003259249,0.0001628712,0.0002919585,0.00006027671,0.0008005198,0.07852974],"genre_scores_gemma":[0.9766094,0.0002364157,0.0008794777,0.00001580851,0.00003952709,9.911899e-8,0.0001134998,0.0000281463,0.02207762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6801184,"threshold_uncertainty_score":0.747834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165602138613942,"score_gpt":0.1336636437853223,"score_spread":0.1220076223991829,"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."}}