{"id":"W1906143785","doi":"10.33524/cjar.v16i1.175","title":"THINKING GLOBALLY, SPEAKING LOCALLY","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Porch; Gossip; Humanity; Sociology; Aesthetics; Miracle; Reading (process); Media studies; History; Art; Law; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01834187,0.00003565783,0.00006354915,0.0002484618,0.001842653,0.0004792977,0.001131829,0.00005814298,0.0002029753],"category_scores_gemma":[0.002678272,0.00002720163,0.00003123628,0.0005461198,0.0004176161,0.0003150961,0.00002045125,0.0005499849,0.0000659784],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001284536,"about_ca_system_score_gemma":0.01369992,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3239115,"about_ca_topic_score_gemma":0.8607625,"domain_scores_codex":[0.9970384,0.001157829,0.0001760848,0.00004989197,0.001254942,0.000322871],"domain_scores_gemma":[0.997041,0.0002672606,0.0001116833,0.0001973837,0.001681252,0.0007013757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005927077,0.0000407087,0.01920206,0.00001124211,0.0000594866,0.00002460621,0.5269065,0.0004458998,0.0000369117,0.1056474,0.2614537,0.08611211],"study_design_scores_gemma":[0.0001489425,0.00005784755,0.004773029,0.00005767245,0.000006827511,0.00002584132,0.1277842,0.00004498578,0.00002849825,0.0443322,0.8226807,0.00005932019],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2979916,0.001952425,0.0007324467,0.2384946,0.004436449,0.0003593527,0.000001577125,0.00001887979,0.4560127],"genre_scores_gemma":[0.9970697,0.0001683539,0.0002338147,0.0002250414,0.001177485,0.00000117749,6.461547e-7,0.000004688082,0.001119152],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6990781,"threshold_uncertainty_score":0.9994568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5040390823462936,"score_gpt":0.5189948810283157,"score_spread":0.01495579868202213,"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."}}