{"id":"W4255794989","doi":"10.2478/ausfm-2019-0001","title":"Introduction","year":2019,"lang":"en","type":"article","venue":"Acta Universitatis Sapientiae Film and Media Studies","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Publishing; Variety (cybernetics); Library science; Publication; Political science; Media studies; Sociology; Computer science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009084113,0.0001286201,0.000173993,0.0001960993,0.000244462,0.00006024547,0.00009021803,0.00002379714,0.001067846],"category_scores_gemma":[0.0001263814,0.000117077,0.00002828481,0.0003301544,0.00008493895,0.0008888381,0.000333068,0.00004834632,0.0004721338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001918027,"about_ca_system_score_gemma":0.000003537472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002625136,"about_ca_topic_score_gemma":0.00007738751,"domain_scores_codex":[0.9993015,0.000004523631,0.0001028356,0.0002551191,0.0001704942,0.0001655324],"domain_scores_gemma":[0.9995735,0.00006260714,0.00008542489,0.0001007426,0.0001691274,0.000008604596],"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":[0.00003439699,0.00003958835,0.06645436,0.0002999812,0.0004294499,0.000007724971,0.001793077,0.000008954527,0.0002190001,0.1282357,0.800061,0.002416772],"study_design_scores_gemma":[0.0008452562,0.0000161466,0.08117178,0.00003229667,0.0002146326,8.733069e-7,0.02595374,0.0001093943,0.00001918093,0.003714751,0.8876286,0.0002933613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9178215,0.003901395,0.00008555478,0.01695616,0.004399048,0.000475119,0.000007467574,0.0002336663,0.05612015],"genre_scores_gemma":[0.9905344,0.001088659,0.0002762997,0.0006257305,0.001131308,0.000002379611,0.00005846516,0.0000131422,0.006269625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.124521,"threshold_uncertainty_score":0.9998453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008708334497035605,"score_gpt":0.1890437023573789,"score_spread":0.1803353678603433,"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."}}