{"id":"W4250171796","doi":"10.32920/ryerson.14639607.v1","title":"Toward 2020 : new directions in journalism education","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Hungarian Social, Economic and Educational Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Journalism; Section (typography); Media studies; Political science; Sociology; Public relations; Advertising; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0325201,0.0006305892,0.0008315421,0.002224367,0.005137729,0.02500823,0.001708276,0.01208778,0.01761487],"category_scores_gemma":[0.0223436,0.000430003,0.0007004948,0.002384637,0.01688638,0.0384895,0.006800816,0.01431938,0.005620631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007764826,"about_ca_system_score_gemma":0.01455661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009387044,"about_ca_topic_score_gemma":0.001103109,"domain_scores_codex":[0.9888946,0.005614171,0.0005938422,0.0007191259,0.002843668,0.001334705],"domain_scores_gemma":[0.9625523,0.02201214,0.001951843,0.001748033,0.003731152,0.008004479],"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":[0.00005162909,0.00009342732,0.0003069397,0.0005146114,0.00001047206,0.00008462265,0.002659854,0.00009834174,0.0001694056,0.6501698,0.2758843,0.06995657],"study_design_scores_gemma":[0.0000142643,0.00002850711,0.000525362,0.0004521518,0.000004946324,0.0001100168,0.002847539,0.0001471744,0.0001618058,0.3750975,0.6205896,0.00002119628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.002436772,0.08677047,0.00411021,0.8288581,0.02082486,0.00002896266,0.00006182501,0.000227274,0.05668158],"genre_scores_gemma":[0.2734776,0.1616926,0.04139775,0.3603002,0.07598669,0.0002423471,0.0005373881,0.0006832442,0.08568228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0325201,"threshold_uncertainty_score":0.1719848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06807672090079395,"score_gpt":0.3612265562985045,"score_spread":0.2931498353977106,"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."}}