{"id":"W3104491377","doi":"","title":"","year":2019,"lang":"en","type":"article","venue":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","topic":"Astrophysics and Star Formation Studies","field":"Physics and Astronomy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Dalhousie University; University of Manitoba; Western University; National Research Council Canada; Université de Montréal; Centre for Research in Astrophysics of Québec; University of Victoria; Herzberg Institute of Astrophysics","funders":"Ministry of Science and Technology, Taiwan","keywords":"James Clerk Maxwell Telescope; Physics; Magnetic field; Protein filament; Astrophysics; Polarization (electrochemistry); Polarimeter; Star formation; Polarimetry; Galaxy; Optics; Materials science","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":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001016929,0.0003552593,0.0009881835,0.0006616046,0.001661587,0.00001830997,0.002517559,0.0002045138,0.00139505],"category_scores_gemma":[0.00001295584,0.0004255512,0.0007450256,0.001483849,0.002502506,0.0008932762,0.001975166,0.00110085,0.00004587587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001385499,"about_ca_system_score_gemma":0.0003987686,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02056093,"about_ca_topic_score_gemma":0.001823471,"domain_scores_codex":[0.9965154,0.0005289689,0.0002959038,0.0006083067,0.001265718,0.0007856839],"domain_scores_gemma":[0.9958622,0.000559235,0.0007016001,0.001054631,0.00154186,0.0002804533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0132374,0.00851434,0.440953,0.001709123,0.007757455,0.0001746101,0.3304181,0.02966514,0.0151286,0.07922485,0.01812706,0.0550903],"study_design_scores_gemma":[0.00733388,0.001180532,0.06621434,0.0003981592,0.0003546177,0.000002001028,0.8903496,0.006850835,0.0002225492,0.0009890521,0.02543989,0.0006644867],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9743213,0.00008185209,0.01329452,0.003175652,0.0000700508,0.0007472822,0.000715719,0.0000375817,0.007556049],"genre_scores_gemma":[0.9902139,0.0002780505,0.003120932,0.000008690762,0.00004560925,1.165724e-8,0.0001340901,0.00001624565,0.006182413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5599316,"threshold_uncertainty_score":0.9998196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02572509992150682,"score_gpt":0.2415281575528299,"score_spread":0.2158030576313231,"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."}}