{"id":"W7116710679","doi":"10.33137/jns.v4i1.46637","title":"Closing Quote","year":2025,"lang":"","type":"article","venue":"UTSC s Journal of Natural Sciences","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":["sts"],"category_scores_codex":[0.00707589,0.0004380176,0.000806279,0.002029839,0.001425063,0.001212993,0.002688844,0.0001912923,0.0002597299],"category_scores_gemma":[0.002276638,0.0003118199,0.0006335684,0.007039033,0.00289493,0.002808075,0.0003361892,0.001733679,0.0002550197],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005274059,"about_ca_system_score_gemma":0.002441141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004555487,"about_ca_topic_score_gemma":0.00003360313,"domain_scores_codex":[0.9936841,0.0005575894,0.001744752,0.0004997025,0.002428489,0.001085368],"domain_scores_gemma":[0.9953438,0.0007498611,0.002163023,0.0002518789,0.001186707,0.0003047251],"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":[0.00171041,0.001048886,0.04799273,0.0002881709,0.001319382,0.0009631442,0.003150657,0.005382566,0.3822209,0.04039086,0.1056352,0.4098972],"study_design_scores_gemma":[0.01284985,0.006470834,0.2363383,0.0240185,0.003311503,0.007171611,0.01393437,0.0536395,0.1726124,0.08417382,0.3808808,0.004598448],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8245334,0.1354362,0.0001256851,0.01011691,0.01609652,0.0001938211,0.00001053448,0.00002505309,0.01346186],"genre_scores_gemma":[0.9919109,0.0009058941,0.004075821,0.0006147955,0.0007173074,2.490221e-7,2.08978e-7,0.00001798617,0.001756823],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4052987,"threshold_uncertainty_score":0.9999334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813271321150642,"score_gpt":0.3489965017193066,"score_spread":0.3308637885078002,"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."}}