{"id":"W4386250507","doi":"10.24908/iqurcp16779","title":"Preamble","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Fusion and Plasma Physics Studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Preamble; Library science; Computer science; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001963909,0.0007528304,0.0008636955,0.001516066,0.002966575,0.003110969,0.00122001,0.002835309,0.4549715],"category_scores_gemma":[0.01742114,0.0004340389,0.0003987272,0.0007924961,0.0005411516,0.002282324,0.001876325,0.003780816,0.4194346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00165655,"about_ca_system_score_gemma":0.002752276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006097938,"about_ca_topic_score_gemma":0.006438319,"domain_scores_codex":[0.9987424,0.0002355602,0.0001112861,0.0001717282,0.0005443203,0.0001946601],"domain_scores_gemma":[0.9888537,0.002221294,0.0004164607,0.0004805775,0.00684737,0.001180659],"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":[0.000008540867,0.000003260823,0.00001367515,0.00002382169,2.789926e-7,0.00001093248,0.00001643951,0.000003314056,0.00003150614,0.0005533244,0.9955797,0.00375517],"study_design_scores_gemma":[0.00000365824,0.0000125124,0.0002137747,0.00005493185,8.235378e-7,0.00003149749,0.00005643583,0.000008767823,0.00005272894,0.0005304647,0.9990302,0.000004217886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001097397,0.006800069,0.002423972,0.156328,0.2243478,0.0009209671,0.01474846,0.002468146,0.5908651],"genre_scores_gemma":[0.003128566,0.001885535,0.0006533871,0.03555154,0.02082752,0.0004529026,0.005012618,0.0007137625,0.9317741],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5450285,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198950239335797,"score_gpt":0.3830361250719675,"score_spread":0.2631411011383878,"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."}}