{"id":"W4367159450","doi":"10.1021/cen-09917-feature3","title":"C&EN talks with the Centre for Journalology","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Subject (documents); Library science; Medical education; Best practice; Literacy; Public relations; Political science; Psychology; Sociology; Medicine; Pedagogy; Computer science","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":[0.01145816,0.0009177112,0.0006926503,0.003354722,0.01117976,0.01858691,0.001858265,0.01582481,0.09733253],"category_scores_gemma":[0.04037758,0.0006387198,0.0008257221,0.002258194,0.005587956,0.009832112,0.005857508,0.01331617,0.03284551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007055773,"about_ca_system_score_gemma":0.01670515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01687829,"about_ca_topic_score_gemma":0.04222033,"domain_scores_codex":[0.9909433,0.001459066,0.0005015038,0.001097786,0.004289491,0.001708916],"domain_scores_gemma":[0.9430571,0.008165164,0.00186601,0.002749587,0.01416019,0.0300019],"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":[0.00001658716,0.00002457934,0.0003652062,0.00003765776,0.000002943056,0.00009683933,0.0001751082,0.00001147308,0.0001055221,0.004221938,0.9804751,0.01446694],"study_design_scores_gemma":[0.000005091657,0.000006321568,0.0003082803,0.00003155652,0.000001375237,0.00005969057,0.0002372391,0.00001535696,0.00005689731,0.0006053826,0.9986649,0.000008008621],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001266456,0.005156929,0.001034099,0.8209029,0.09128735,0.0001211061,0.0003077619,0.0006149583,0.07930837],"genre_scores_gemma":[0.01509311,0.005106013,0.005743531,0.3117298,0.02636307,0.0002206308,0.0005030678,0.001185411,0.6340553],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09733253,"threshold_uncertainty_score":0.3256098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06383024976490514,"score_gpt":0.4797959097080858,"score_spread":0.4159656599431807,"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."}}