{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009940495,0.0002449469,0.0002859374,0.0003905583,0.0006731595,0.0003882038,0.0005089014,0.00006178804,0.0002428093],"category_scores_gemma":[0.00007071797,0.0002217908,0.0001029433,0.001736895,0.000455654,0.0004072839,0.0005715564,0.0006421726,0.002788268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004603849,"about_ca_system_score_gemma":0.0002264865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004401659,"about_ca_topic_score_gemma":0.000003209417,"domain_scores_codex":[0.9971173,0.00005206135,0.0002800208,0.0005649337,0.0009461669,0.00103952],"domain_scores_gemma":[0.9981349,0.0002528327,0.00007498542,0.0002020691,0.001092437,0.0002427964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003232092,0.0001017534,0.0211097,0.00006983653,0.0001027485,0.000004697561,0.003449462,0.000005004579,0.003451476,0.7802187,0.18257,0.008884345],"study_design_scores_gemma":[0.000664258,0.0001686496,0.002489866,0.000166322,0.0000144627,0.000001143096,0.01281822,0.002616357,0.008739064,0.9295236,0.04228023,0.000517845],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5929102,0.00001965516,0.0006175726,0.03172237,0.0004689399,0.0008813827,0.00003896444,0.0006850598,0.3726559],"genre_scores_gemma":[0.9857337,0.0001162808,0.00009920778,0.00003029761,0.0005405367,0.0001969909,0.00003929181,0.00003654059,0.01320715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3928235,"threshold_uncertainty_score":0.9979882,"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."}}