{"id":"W7103616933","doi":"","title":"Topical","year":2017,"lang":"","type":"article","venue":"Scholarship - Claremont (Claremont Colleges)","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Cover (algebra); Relation (database); Action (physics); Component (thermodynamics)","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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"category_scores_codex":[0.001799826,0.001842175,0.002008871,0.0004635161,0.015818,0.007423184,0.005698514,0.002723511,0.007626547],"category_scores_gemma":[0.002129026,0.00173572,0.001343347,0.0001310313,0.003373542,0.003754498,0.001923106,0.005423934,0.002052474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007057688,"about_ca_system_score_gemma":0.0005620694,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001178711,"about_ca_topic_score_gemma":0.021722,"domain_scores_codex":[0.9905316,0.0006063658,0.001870334,0.002478828,0.001752174,0.002760728],"domain_scores_gemma":[0.9899148,0.0001937822,0.001541677,0.005978691,0.001257044,0.001113946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001358346,0.002199858,0.02468634,0.0007093483,0.001915701,0.003233699,0.01686208,0.00001260734,0.0009058319,0.7176536,0.1805741,0.04988845],"study_design_scores_gemma":[0.003684381,0.0008220882,0.0258539,0.0008246774,0.0006740566,0.0001337812,0.007465394,0.0001673706,0.0006949638,0.02604863,0.9312682,0.002362612],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3074837,0.03185693,0.00008989629,0.06399511,0.01601882,0.004559968,0.002256664,0.001732035,0.5720069],"genre_scores_gemma":[0.8797615,0.001906517,0.0003681713,0.002263486,0.004864137,0.000124036,0.0001118398,0.0002447318,0.1103556],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.750694,"threshold_uncertainty_score":0.9996811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05495526366786575,"score_gpt":0.2847235269767656,"score_spread":0.2297682633088999,"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."}}