{"id":"W3082822619","doi":"10.33137/incite.3.34716","title":"Every Outcome Counts","year":2020,"lang":"en","type":"article","venue":"in cite journal","topic":"Data Analysis and Archiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research Manitoba","funders":"","keywords":"Outcome (game theory); Convergence (economics); Immigration; Graphics; Graph; Graph theory; Computer science; Psychology; Mathematical economics; Mathematics; Theoretical computer science; Political science; Economics; Combinatorics; Computer graphics (images); Law; Economic growth","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.005010337,0.0006584611,0.001300336,0.003089463,0.002474765,0.003957001,0.001526644,0.001145387,0.132497],"category_scores_gemma":[0.03399386,0.0002506404,0.001011519,0.003464839,0.001555523,0.002672268,0.003521537,0.002254583,0.02819917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002270872,"about_ca_system_score_gemma":0.004029273,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004669205,"about_ca_topic_score_gemma":0.006244173,"domain_scores_codex":[0.9915648,0.002236328,0.0009824282,0.001493895,0.002790272,0.0009323095],"domain_scores_gemma":[0.9872167,0.003783738,0.001239888,0.002735318,0.004004652,0.00101977],"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":[0.0007311489,0.0002795479,0.03248472,0.001604864,0.0002716195,0.0003498665,0.001955514,0.0009302096,0.0006066322,0.3193064,0.31719,0.3242895],"study_design_scores_gemma":[0.0001632516,0.0003320238,0.03191425,0.001110554,0.0003140745,0.0008464813,0.003052564,0.002266642,0.0008979008,0.2493526,0.7096342,0.0001154452],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.05500262,0.002648329,0.04641071,0.01954412,0.006494188,0.003036862,0.08882421,0.001628928,0.77641],"genre_scores_gemma":[0.5468306,0.005066605,0.05519002,0.007669163,0.002468806,0.008601154,0.05935245,0.001560687,0.3132605],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.132497,"threshold_uncertainty_score":0.4432466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1257165480444337,"score_gpt":0.3965629275630106,"score_spread":0.2708463795185769,"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."}}