{"id":"W3136109765","doi":"10.1145/3458553.3458563","title":"The neural hype, justified!","year":2019,"lang":"en","type":"article","venue":"ACM SIGIR Forum","topic":"Topic Modeling","field":"Computer Science","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Computer science; Eternity; Artificial intelligence; Epistemology; Philosophy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004151883,0.0008587512,0.0004998189,0.0008757877,0.00417807,0.006954921,0.0009274239,0.004651742,0.04072257],"category_scores_gemma":[0.03873734,0.0004667887,0.0003528067,0.0007196252,0.01206386,0.01583131,0.003859624,0.01462117,0.02301733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001776715,"about_ca_system_score_gemma":0.001500664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003844052,"about_ca_topic_score_gemma":0.005748328,"domain_scores_codex":[0.9962225,0.001765405,0.0001548073,0.0005528238,0.001023308,0.0002810702],"domain_scores_gemma":[0.9912361,0.004592814,0.0004507951,0.00134743,0.001672527,0.0007004066],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001037212,0.00002850151,0.0003955306,0.0001469271,0.00002473486,0.000149795,0.001213122,0.0001249525,0.0004983276,0.2100312,0.7456748,0.04160837],"study_design_scores_gemma":[0.00002339263,0.0000360337,0.0003566279,0.0003026272,0.00001158111,0.0003424167,0.001177329,0.0006841336,0.0007104009,0.155999,0.8403167,0.00003972313],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00268113,0.01702944,0.02612501,0.7847701,0.03614622,0.00002488172,0.0005860374,0.00108402,0.1315533],"genre_scores_gemma":[0.2242065,0.0178856,0.02587536,0.4009957,0.02243159,0.000202484,0.000921174,0.00355974,0.3039218],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04072257,"threshold_uncertainty_score":0.1362306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01663961322052802,"score_gpt":0.2390605215602842,"score_spread":0.2224209083397562,"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."}}