{"id":"W2137512204","doi":"10.1177/0963662513512441","title":"<i>Nacherzeugung, Nachverstehen</i>: A phenomenological perspective on how public understanding of science changes by engaging with online media","year":2013,"lang":"en","type":"article","venue":"Public Understanding of Science","topic":"Phenomenology and Existential Philosophy","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Perspective (graphical); Epistemology; Scientific literacy; Sociology; History and philosophy of science; History of science; Science communication; Science education; Social science; Philosophy; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["sts"],"domain":null,"study_design":"qualitative","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"medium","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.006949233,0.0005012086,0.0004412407,0.001866609,0.01191573,0.0121468,0.001774149,0.005208543,0.002358572],"category_scores_gemma":[0.0115306,0.0004442093,0.0006112282,0.001889469,0.05937194,0.02183898,0.007096505,0.006583547,0.0003528323],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004433955,"about_ca_system_score_gemma":0.002200105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004949016,"about_ca_topic_score_gemma":0.003576657,"domain_scores_codex":[0.9915063,0.006789544,0.0001968099,0.0004050701,0.0004951173,0.0006071493],"domain_scores_gemma":[0.9904184,0.007499051,0.0008429166,0.0005819324,0.000297934,0.0003598808],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001528271,0.00001792865,0.0005868101,0.00004252561,0.000002492343,0.0003603713,0.9281844,0.00005966507,0.0003487208,0.06877925,0.0005183388,0.001084235],"study_design_scores_gemma":[0.000005099802,0.00002100706,0.0006326563,0.0001354802,0.000005288501,0.000368441,0.9573561,0.0001551308,0.0004001007,0.01457173,0.02632588,0.00002303455],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7811701,0.00235325,0.0297413,0.0405879,0.0004826184,0.0001895353,0.0001773294,0.000160275,0.1451377],"genre_scores_gemma":[0.9938496,0.0006003707,0.001189014,0.001139142,0.00005765007,0.00006560729,0.00002759167,0.00004538533,0.003025653],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9880843,"threshold_uncertainty_score":0.03675151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1906926231095269,"score_gpt":0.3160826524638352,"score_spread":0.1253900293543083,"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."}}