{"id":"W4413570329","doi":"10.64628/aam.arf3pap4c","title":"Journalism jobs are precarious, financially insecure and require family support","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Business; Journalism; Internet privacy; Public relations; Political science; Advertising; Computer science","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005955092,0.0002021625,0.0003420666,0.00007889418,0.0003904208,0.00112567,0.0002824919,0.0004993622,0.000370258],"category_scores_gemma":[0.00008877496,0.0002072488,0.0001524145,0.000121317,0.0001731523,0.00120649,0.0001804752,0.0005027996,0.00001872851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108641,"about_ca_system_score_gemma":0.001233062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001433411,"about_ca_topic_score_gemma":0.02342978,"domain_scores_codex":[0.9985312,0.00009477211,0.0004135571,0.000340078,0.0003069357,0.0003134382],"domain_scores_gemma":[0.9991629,0.00004247926,0.0002394873,0.0001936308,0.0001824726,0.0001790923],"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":[0.00007309228,0.0003367828,0.02726766,0.001015716,0.0003643467,0.0002934652,0.2472836,0.000196773,0.00001421579,0.2797031,0.04241656,0.4010347],"study_design_scores_gemma":[0.000406144,0.00005196375,0.03141938,0.0006620285,0.00006690164,0.000009526664,0.01747422,0.00003427735,0.00002239415,0.03197138,0.9170369,0.0008448674],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.272471,0.001667201,0.001416235,0.006021169,0.001568832,0.0005259789,0.00007418683,0.000153555,0.7161018],"genre_scores_gemma":[0.987819,0.003123874,0.000377122,0.001024986,0.0003465044,0.00002286195,0.00008875156,0.00001405788,0.007182837],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8746204,"threshold_uncertainty_score":0.9999112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02548247207937815,"score_gpt":0.2723293060434938,"score_spread":0.2468468339641156,"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."}}