{"id":"W1511232794","doi":"10.1007/978-94-6209-200-6_4","title":"Walking the Talk","year":2013,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Literacy, Media, and Education","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Equity (law); Inclusion (mineral); Sociology; Aesthetics; Media studies; Visual arts; Gender studies; Political science; Art; Law","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002381082,0.0003856528,0.0002940642,0.0001653861,0.0005211701,0.002299418,0.0003734067,0.0002132321,0.01837439],"category_scores_gemma":[0.00003838949,0.0002569655,0.0002275353,0.000004300698,0.0005127985,0.0004211152,0.00007044702,0.0006313424,0.001085396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007958139,"about_ca_system_score_gemma":0.0001596123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005804012,"about_ca_topic_score_gemma":0.0005737106,"domain_scores_codex":[0.9984667,0.00003140111,0.0003801417,0.0003670666,0.0003901463,0.0003645559],"domain_scores_gemma":[0.9984986,0.0001658738,0.0002697931,0.0006258843,0.0003172773,0.0001225631],"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":[0.000002983352,0.000004141456,2.951839e-7,0.00003130732,0.00007005245,0.000005636105,0.2540404,4.093381e-8,5.1658e-7,0.2789144,0.4342376,0.03269268],"study_design_scores_gemma":[0.00009373418,0.00002381183,0.000001979084,0.00009946827,0.00007148783,0.000009870968,0.01669884,0.000003860721,0.000004230235,0.05534748,0.9273206,0.0003246232],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001268719,0.0003336424,6.589609e-7,0.0008112112,0.007589992,0.0004205705,0.00002463496,0.0001580163,0.9893926],"genre_scores_gemma":[0.01728893,0.000007640896,0.00001950675,0.002316141,0.007832744,0.0000318382,0.0001273394,0.0001055607,0.9722703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.493083,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02839982318399488,"score_gpt":0.2019719358715416,"score_spread":0.1735721126875467,"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."}}