{"id":"W4404470909","doi":"10.31234/osf.io/qr67z","title":"The Calgary Semantic Decision Project","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003655007,0.001633337,0.001211056,0.004135712,0.002826803,0.003934213,0.002270987,0.002039407,0.02956523],"category_scores_gemma":[0.01835239,0.0004865658,0.0008093092,0.006191629,0.001567791,0.0030413,0.00567402,0.002769825,0.02634591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004484181,"about_ca_system_score_gemma":0.008854294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2085733,"about_ca_topic_score_gemma":0.2181147,"domain_scores_codex":[0.9945077,0.001494693,0.0002898061,0.001211431,0.001916561,0.00057991],"domain_scores_gemma":[0.9903958,0.001761753,0.0005330892,0.002496695,0.003338681,0.001474023],"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":[0.00050318,0.0001440285,0.004774963,0.0003069765,0.00005175196,0.0001491239,0.0006121332,0.0007873044,0.0003774849,0.01068864,0.9301347,0.05146964],"study_design_scores_gemma":[0.000281378,0.00004543718,0.01590351,0.0003489266,0.00002863321,0.00006417778,0.001363955,0.00334211,0.0009486756,0.02287229,0.9547182,0.00008271352],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.02607301,0.001582458,0.008269436,0.004536937,0.0008708011,0.00112272,0.8715569,0.004810592,0.08117712],"genre_scores_gemma":[0.03689503,0.0005457226,0.019764,0.0008087872,0.0001369601,0.001593242,0.9184548,0.001465635,0.02033582],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.2085733,"threshold_uncertainty_score":0.4147186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02900140311031334,"score_gpt":0.3024165746306497,"score_spread":0.2734151715203363,"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."}}