{"id":"W3014839813","doi":"10.1073/pnas.2003370117","title":"Researchers embrace fashion to show off science concepts","year":2020,"lang":"en","type":"article","venue":"Proceedings of the National Academy of Sciences","topic":"Science Education and Perceptions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data science; Computer science; World Wide Web","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.01303469,0.001237702,0.0005948867,0.001954751,0.01249433,0.02057966,0.002123067,0.007648436,0.04794434],"category_scores_gemma":[0.01299264,0.0008326648,0.001027487,0.001348034,0.02449157,0.01255961,0.01371984,0.01429565,0.0196675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007522313,"about_ca_system_score_gemma":0.006731991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005597288,"about_ca_topic_score_gemma":0.01347525,"domain_scores_codex":[0.9893066,0.00523244,0.0002273246,0.0008787069,0.003114196,0.001240662],"domain_scores_gemma":[0.9860973,0.003874068,0.0005624783,0.002020582,0.002765455,0.004680241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009185358,0.0001361943,0.001588251,0.0003659435,0.00002500694,0.0003232129,0.05403763,0.0001015335,0.001449622,0.353482,0.5057547,0.08264413],"study_design_scores_gemma":[0.000008416707,0.00002613809,0.0001618084,0.0001369208,0.000003789383,0.0001354318,0.007869442,0.00002186935,0.0001557476,0.01533216,0.976138,0.00001031758],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008263125,0.01807902,0.01831719,0.327504,0.0212844,0.0001994494,0.0001883053,0.0007694357,0.6053951],"genre_scores_gemma":[0.1413406,0.02095992,0.01992962,0.2282736,0.007044713,0.0006772572,0.0002613264,0.001596466,0.5799166],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9875057,"threshold_uncertainty_score":0.1603898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2755748764904395,"score_gpt":0.4909697813301157,"score_spread":0.2153949048396762,"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."}}