{"id":"W3132891169","doi":"10.1007/978-3-662-45912-6_7","title":"Meaning–Focused and Quantum–Inspired Information Retrieval","year":2014,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Topic Modeling","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia, Okanagan Campus; Kelowna General Hospital; University of British Columbia","funders":"","keywords":"Computer science; Meaning (existential); Formalism (music); Scheme (mathematics); Natural language processing; Representation (politics); Artificial intelligence; Information retrieval; Identification (biology); Quantum; Epistemology; Mathematics; Philosophy; Quantum mechanics; Physics","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":[0.001171911,0.0004116918,0.000778268,0.0013829,0.0006815523,0.002632061,0.001337286,0.001219299,0.005986374],"category_scores_gemma":[0.00396303,0.0003701016,0.0007713499,0.002033478,0.001667396,0.005261885,0.001512682,0.001458316,0.001628304],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009417321,"about_ca_system_score_gemma":0.0004817198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004418909,"about_ca_topic_score_gemma":0.0005185006,"domain_scores_codex":[0.9993145,0.0002171806,0.00004788904,0.0001189626,0.0002483602,0.00005306357],"domain_scores_gemma":[0.9989549,0.0006060374,0.00006233374,0.0001882943,0.0001515102,0.00003701237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006061744,0.00004765628,0.0002074381,0.0006857366,0.00005800098,0.00006078474,0.0004643454,0.00729682,0.009658173,0.7809637,0.01419955,0.1862971],"study_design_scores_gemma":[0.00001167541,0.00003296193,0.0004059867,0.00006420293,0.00002943309,0.0001808975,0.00008493242,0.06060658,0.003374143,0.9069198,0.0282504,0.00003904907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03103744,0.04020031,0.8366026,0.005384354,0.001398699,0.000108768,0.0002629948,0.0005631908,0.08444173],"genre_scores_gemma":[0.5623706,0.02257127,0.3542176,0.001627822,0.003048223,0.0001900929,0.0009114017,0.0003441574,0.05471886],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005986374,"threshold_uncertainty_score":0.02002639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01855399376225161,"score_gpt":0.2267279898081425,"score_spread":0.2081739960458908,"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."}}