{"id":"W4246210298","doi":"10.36227/techrxiv.12094137.v1","title":"Search Is Not Yet a Solved Problem","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Big Data Technologies and Applications","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Reading (process); Perspective (graphical); Quality (philosophy); Index (typography); Transformation (genetics); Computer science; Mathematics education; World Wide Web; Psychology; Artificial intelligence; Linguistics; 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":[0.009175139,0.0008434352,0.002911085,0.003643472,0.004797705,0.01242692,0.003340085,0.008940705,0.05716033],"category_scores_gemma":[0.06164522,0.0008966765,0.001503736,0.007509504,0.009640884,0.04678549,0.004363244,0.007802308,0.03042812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004124207,"about_ca_system_score_gemma":0.006029337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01388802,"about_ca_topic_score_gemma":0.008016703,"domain_scores_codex":[0.9900994,0.003537341,0.0007443725,0.002804535,0.001645793,0.001168552],"domain_scores_gemma":[0.9490972,0.03404633,0.001778045,0.00575059,0.006923571,0.002404307],"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":[0.0001620091,0.0001183842,0.002284738,0.001231944,0.0001513569,0.0002596085,0.001251589,0.001119376,0.0002279705,0.4193715,0.425902,0.1479197],"study_design_scores_gemma":[0.00005447774,0.00002758324,0.0006744113,0.0005361264,0.00003653927,0.0005790999,0.002282499,0.001681774,0.0001731134,0.6069451,0.3869431,0.00006608084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01344617,0.05319895,0.04821113,0.6334376,0.005412191,0.0001650623,0.004492743,0.001201351,0.2404348],"genre_scores_gemma":[0.4783438,0.06162297,0.07840773,0.145064,0.01553232,0.000712381,0.01237687,0.003046982,0.204893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05716033,"threshold_uncertainty_score":0.1912203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5724159156680648,"score_gpt":0.4559913212827753,"score_spread":0.1164245943852896,"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."}}