{"id":"W4401454744","doi":"10.18357/bigr52202421403","title":"A Random Selection","year":2024,"lang":"en","type":"article","venue":"Borders in Globalization Review","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Association for Canadian and Québec Literatures","funders":"","keywords":"Gratitude; Politics; Inclusion (mineral); Natural (archaeology); Work (physics); Environmental ethics; Selection (genetic algorithm); Political science; Sociology; History; Aesthetics; Psychology; Social science; Social psychology; Law; Art; Engineering; Computer science; Archaeology; Philosophy","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":[0.024919,0.001825184,0.002749095,0.002699634,0.001966765,0.002123703,0.00329553,0.003109564,0.1801908],"category_scores_gemma":[0.1157962,0.00091426,0.002046672,0.002918578,0.001248303,0.001829049,0.002309236,0.003743583,0.07685028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001559579,"about_ca_system_score_gemma":0.005662641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004290122,"about_ca_topic_score_gemma":0.004109586,"domain_scores_codex":[0.9821391,0.01029157,0.001578954,0.003311235,0.001830945,0.0008482694],"domain_scores_gemma":[0.9690604,0.01319535,0.001116564,0.009373729,0.006495928,0.0007580601],"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":[0.01630916,0.001112546,0.009587394,0.003737307,0.0008199223,0.0009970363,0.00225729,0.003861165,0.001705007,0.08465015,0.5654924,0.3094707],"study_design_scores_gemma":[0.0128845,0.003205711,0.0084614,0.003353564,0.001587343,0.001366308,0.001645758,0.02295945,0.002445881,0.140778,0.8010047,0.0003074089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"other","genre_scores_codex":[0.04927194,0.004922307,0.3417459,0.01079611,0.01463148,0.3702151,0.1235824,0.004613794,0.08022102],"genre_scores_gemma":[0.1691022,0.002847243,0.2132106,0.01372974,0.002193075,0.4018829,0.03590709,0.001369402,0.1597578],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1801908,"threshold_uncertainty_score":0.6027985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01859170751606901,"score_gpt":0.3877491471696512,"score_spread":0.3691574396535822,"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."}}