{"id":"W4386611389","doi":"10.2139/ssrn.4567660","title":"Composite Sorting","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Bayesian Methods and Mixture Models","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Composite number; Mathematics; Composite material; Materials science","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":[],"consensus_categories":[],"category_scores_codex":[0.002132484,0.001378404,0.002003813,0.003536424,0.003883312,0.006171484,0.002955856,0.002415861,0.1383871],"category_scores_gemma":[0.010319,0.0007925198,0.002163383,0.004508998,0.001285898,0.004974838,0.005198516,0.00303724,0.05553925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001532946,"about_ca_system_score_gemma":0.004786941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758127,"about_ca_topic_score_gemma":0.003551407,"domain_scores_codex":[0.9962483,0.0004421126,0.000246389,0.0009575654,0.001492092,0.000613424],"domain_scores_gemma":[0.9918794,0.001185287,0.0002147899,0.004041483,0.00223823,0.0004407755],"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":[0.0009344302,0.0004843795,0.001436092,0.0003523072,0.00006806158,0.0001307535,0.0002081492,0.008242328,0.007886793,0.309413,0.09287408,0.5779696],"study_design_scores_gemma":[0.0001725637,0.0003283992,0.001415374,0.0001667896,0.0001152611,0.0005758862,0.000356254,0.0802592,0.03117614,0.6001419,0.2851578,0.0001343773],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01783606,0.0003733921,0.7845057,0.0009457174,0.001381402,0.0008375029,0.003890704,0.01103882,0.1791907],"genre_scores_gemma":[0.1320571,0.0003804581,0.6347137,0.00106503,0.0004024365,0.0007128346,0.009444722,0.004153903,0.2170698],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1383871,"threshold_uncertainty_score":0.4629511,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297301445210604,"score_gpt":0.2724205158337665,"score_spread":0.2594475013816605,"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."}}