{"id":"W4410162153","doi":"10.32920/28938602","title":"Long Term Availability of Primary Research Materials in Popular Romance Studies","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Term (time); Romance; Art; Literature; Physics; Astronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.04255659,0.0003244024,0.00120808,0.006664779,0.008380636,0.01600506,0.0036567,0.002357456,0.06690113],"category_scores_gemma":[0.2359883,0.001065777,0.0004236119,0.008927144,0.004423373,0.0184621,0.01313234,0.003013473,0.01605292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004424005,"about_ca_system_score_gemma":0.00536326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128621,"about_ca_topic_score_gemma":0.003521844,"domain_scores_codex":[0.9571959,0.02289398,0.003179203,0.004052067,0.01022975,0.0024491],"domain_scores_gemma":[0.6726515,0.1899228,0.03276524,0.04302574,0.03787171,0.02376296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001435613,0.001549213,0.1059219,0.002691197,0.000117499,0.003300881,0.2408677,0.0002007006,0.002711208,0.04178859,0.05199805,0.5474175],"study_design_scores_gemma":[0.000172115,0.001522084,0.258233,0.006421988,0.0001868286,0.004418169,0.1860171,0.0008984977,0.004982312,0.01609392,0.5206993,0.0003547118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7219125,0.0086648,0.01073524,0.02081307,0.001133468,0.000878048,0.004959228,0.0009173522,0.2299864],"genre_scores_gemma":[0.9562203,0.002236712,0.005153747,0.001555049,0.0007292881,0.0008412619,0.002094708,0.0004878967,0.03068111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.983995,"threshold_uncertainty_score":0.2250635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4886837067815382,"score_gpt":0.4422730088328403,"score_spread":0.04641069794869784,"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."}}