{"id":"W4389508624","doi":"10.31219/osf.io/hwem3","title":".","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Marriage and Sexual Relationships","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Business","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006880626,0.0008221117,0.0004397145,0.0009517908,0.001936641,0.004161655,0.0006837391,0.001258165,0.3419104],"category_scores_gemma":[0.003757207,0.0002262598,0.0004949397,0.0006966083,0.0007809522,0.001904071,0.002406794,0.001514727,0.2771614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001536486,"about_ca_system_score_gemma":0.001406865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00872274,"about_ca_topic_score_gemma":0.004462568,"domain_scores_codex":[0.9991689,0.0001796005,0.00002839955,0.0002583074,0.0001690408,0.0001958519],"domain_scores_gemma":[0.9990407,0.000104294,0.0000832452,0.0001793908,0.0004521918,0.0001402252],"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":[0.0003600095,0.0001882312,0.006089919,0.0005010794,0.00007257104,0.0003760507,0.001386835,0.0005924393,0.004120161,0.1797336,0.5249153,0.2816639],"study_design_scores_gemma":[0.00005697956,0.00005356738,0.004680948,0.0002473909,0.00002720131,0.0006224195,0.0007202528,0.0005112774,0.0017759,0.03610711,0.9551516,0.00004537282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01841716,0.004446928,0.01263439,0.02487374,0.005980391,0.0003047122,0.01240541,0.002176119,0.9187611],"genre_scores_gemma":[0.1278379,0.003877522,0.00759957,0.008894692,0.001416156,0.0002542157,0.009863477,0.0008156411,0.8394409],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6580896,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.341779093180562,"score_gpt":0.450324582550493,"score_spread":0.1085454893699309,"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."}}