{"id":"W4391305152","doi":"10.15173/mjc.v5i0.240","title":"Introduction","year":2010,"lang":"en","type":"article","venue":"The McMaster Journal of Communication","topic":"Advertising and Communication Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002150563,0.00003559467,0.00007154934,0.00003412718,0.0007797169,0.00005566296,0.001060865,0.00002897124,0.000198323],"category_scores_gemma":[0.0005176771,0.000023704,0.00004338816,0.0001288388,0.0003543483,0.0002355756,0.0001281208,0.0004039504,0.00002325891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001752204,"about_ca_system_score_gemma":0.00004121248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006255224,"about_ca_topic_score_gemma":0.0002932942,"domain_scores_codex":[0.9990466,0.000436708,0.0002162099,0.00002831389,0.000200518,0.00007159848],"domain_scores_gemma":[0.9985788,0.0002293179,0.0002921269,0.0005415715,0.0003313216,0.00002679081],"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":[0.0001056344,0.0002188643,0.002720739,0.000003862901,0.0001389229,3.333768e-7,0.1229698,0.00005330975,0.007476293,0.2654886,0.08499315,0.5158305],"study_design_scores_gemma":[0.0001201527,0.00001476967,0.004027173,0.00000934508,0.00002020108,0.00001221186,0.007278137,0.00001515141,0.0001898109,0.01242713,0.9758452,0.00004074611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.323296,0.002895714,0.002821015,0.5194057,0.001273762,0.0001730841,4.341369e-7,0.00005124966,0.1500831],"genre_scores_gemma":[0.9946586,0.0009106289,0.001986879,0.0001561273,0.0005602069,0.000001442627,2.984879e-7,0.000003475667,0.001722328],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.890852,"threshold_uncertainty_score":0.5997031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02582969475198877,"score_gpt":0.3235883955776846,"score_spread":0.2977587008256958,"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."}}