{"id":"W2165710864","doi":"10.1145/360487.360477","title":"A personal view of APL","year":2000,"lang":"en","type":"article","venue":"ACM SIGAPL APL Quote Quad","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health","funders":"","keywords":"Spelling; Terminology; Grammar; Linguistics; Function (biology); Computer science; 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":[0.001627436,0.0003562993,0.0002209033,0.0007818308,0.004804549,0.008048073,0.0006646031,0.002291867,0.02918936],"category_scores_gemma":[0.004170092,0.0002273115,0.0002025691,0.001060574,0.004293723,0.007683004,0.002541488,0.00795152,0.01348582],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001766554,"about_ca_system_score_gemma":0.002351201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00212803,"about_ca_topic_score_gemma":0.002138617,"domain_scores_codex":[0.998167,0.0005769887,0.00006843134,0.00030568,0.0007201546,0.0001617717],"domain_scores_gemma":[0.9976298,0.000708028,0.00008907965,0.0002600275,0.0008695839,0.0004435265],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001811141,0.00002077523,0.0002740991,0.00004394226,0.000004908913,0.0001484829,0.004216527,0.0001357102,0.0005005175,0.3582327,0.5813937,0.05501047],"study_design_scores_gemma":[9.230705e-7,0.000004229566,0.00003706152,0.00003092212,0.000001063581,0.000124924,0.0003693888,0.00005720521,0.00008170374,0.01419377,0.9850948,0.000003878852],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.002628261,0.01589739,0.01504697,0.3150393,0.01361823,0.00001187456,0.0001719783,0.0009099109,0.6366761],"genre_scores_gemma":[0.08878994,0.02522339,0.01052482,0.1350406,0.0153081,0.00004773534,0.0001721562,0.0008446498,0.7240486],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02918936,"threshold_uncertainty_score":0.09764808,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501243908871906,"score_gpt":0.2736670959864559,"score_spread":0.2586546568977368,"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."}}