{"id":"W347622729","doi":"10.51644/hzem3201","title":"Hearing Mark: a Listener's Guide","year":2004,"lang":"en","type":"article","venue":"Consensus","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"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":[],"consensus_categories":[],"category_scores_codex":[0.0005291827,0.0000444621,0.00006155117,0.00003588878,0.0004310673,0.00004290076,0.0001786389,0.0000478798,0.00007571894],"category_scores_gemma":[0.0006904997,0.00004730673,0.00002787755,0.0001476809,0.0001854796,0.00003101608,0.000023243,0.0000658928,0.0001392093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371894,"about_ca_system_score_gemma":0.0007695439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01405439,"about_ca_topic_score_gemma":0.004699231,"domain_scores_codex":[0.9993647,0.0001017857,0.0001263936,0.00009751646,0.0001409025,0.0001687427],"domain_scores_gemma":[0.9993586,0.0001391067,0.00003893481,0.0002684642,0.00009188608,0.0001030216],"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":[0.0000408452,0.0003784129,0.03234584,0.00005448622,0.00006724762,0.00002232211,0.3501833,0.0002160651,0.001373444,0.3503819,0.1706728,0.09426336],"study_design_scores_gemma":[0.0003447607,0.00001325145,0.01430799,0.00004679024,0.00000978311,0.000004710198,0.02052096,0.00001231224,0.0001955927,0.01273306,0.951646,0.0001647755],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4556876,0.0009176694,0.00007982431,0.01905604,0.0009784317,0.0001441897,0.000001111419,0.0001133226,0.5230219],"genre_scores_gemma":[0.9901171,0.0001951139,0.003133395,0.0003437955,0.0003246984,0.000008661822,0.000003659877,0.000005513462,0.005868073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7809732,"threshold_uncertainty_score":0.9925111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07500898772740587,"score_gpt":0.3656655798777844,"score_spread":0.2906565921503785,"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."}}