{"id":"W2464243234","doi":"10.12681/sas.862","title":"Education and popular culture","year":2015,"lang":"el","type":"article","venue":"Επιστήμη και Κοινωνία Επιθεώρηση Πολιτικής και Ηθικής Θεωρίας","topic":"Political theory and Gramsci","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Popular culture; Sociology; Media studies","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","sts","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003216265,0.00121927,0.001340599,0.0004009396,0.001611475,0.0009734644,0.001455514,0.001507624,0.0005204559],"category_scores_gemma":[0.002339762,0.001172556,0.000499253,0.00159081,0.002340151,0.001615254,0.0005820053,0.001472315,0.002249986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007954208,"about_ca_system_score_gemma":0.002251496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002808829,"about_ca_topic_score_gemma":0.0005359545,"domain_scores_codex":[0.9906677,0.001675044,0.001299129,0.001852562,0.001937555,0.002568018],"domain_scores_gemma":[0.9933963,0.0002704093,0.0005808551,0.001374731,0.0008977916,0.003479882],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001892394,0.001423821,0.003425818,0.0002129912,0.0002189652,0.00006539013,0.03548139,0.000006979691,0.000243785,0.7815543,0.126557,0.05062034],"study_design_scores_gemma":[0.001381546,0.0004546834,0.001300115,0.0003179218,0.0003273324,0.00008161199,0.02168878,0.00006834484,0.0002006639,0.185409,0.7873607,0.001409331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3563463,0.03741354,0.0003577377,0.01653761,0.01560153,0.00311055,0.000454397,0.001108287,0.56907],"genre_scores_gemma":[0.8608453,0.002010107,0.00132851,0.004733666,0.005567221,0.0001451786,0.0001358685,0.0001730228,0.1250611],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6608037,"threshold_uncertainty_score":0.9997886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0470441348685036,"score_gpt":0.3722671584822085,"score_spread":0.3252230236137049,"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."}}