{"id":"W7103885682","doi":"10.5683/sp3/2bomx3","title":"SHAW-PEST coupling","year":2025,"lang":"","type":"dataset","venue":"Borealis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"","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":[0.001385927,0.004168904,0.001841378,0.003499946,0.00125008,0.002589249,0.00365511,0.002459679,0.04198905],"category_scores_gemma":[0.00553637,0.000954623,0.002587449,0.004435199,0.0005862078,0.001796337,0.002523534,0.002265339,0.09244855],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001594094,"about_ca_system_score_gemma":0.002370267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03505646,"about_ca_topic_score_gemma":0.07488993,"domain_scores_codex":[0.9981488,0.0002520673,0.0001553253,0.0006690895,0.0004922745,0.0002825781],"domain_scores_gemma":[0.9978096,0.000415124,0.0001353007,0.0008322707,0.000591748,0.0002160588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009285061,0.00003829357,0.001427906,0.0004228629,0.00005612384,0.00002778581,0.00002816233,0.0006534063,0.0004230266,0.0003652847,0.9917929,0.004671472],"study_design_scores_gemma":[0.0003088623,0.00006332938,0.007553726,0.0002136621,0.00008422769,0.00015675,0.0001227269,0.002500756,0.001756636,0.002304643,0.9848513,0.00008331662],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0005605054,0.0001085809,0.0003778539,0.00006999997,0.00006617025,0.00002273086,0.9925388,0.004719565,0.001535823],"genre_scores_gemma":[0.000692461,0.00003856472,0.000829881,0.00005197092,0.000008718373,0.00005882722,0.9973181,0.0003602096,0.0006413001],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04198905,"threshold_uncertainty_score":0.1404674,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964218653445641,"score_gpt":0.2918312005083502,"score_spread":0.2721890139738938,"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."}}