{"id":"W2494060019","doi":"10.1002/9781119105664.oth1","title":"Problem Set 1","year":2015,"lang":"en","type":"other","venue":"","topic":"semigroups and automata theory","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Citation; Syntax; Set (abstract data type); Library science; Linguistics; Computer science; Information retrieval; Natural language processing; Programming language; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005232137,0.001315881,0.001451967,0.0008601759,0.003063969,0.007824432,0.003010285,0.005182025,0.1653568],"category_scores_gemma":[0.03914163,0.0005698264,0.001498024,0.001375495,0.00306635,0.008712323,0.004482457,0.005982017,0.03066649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002921653,"about_ca_system_score_gemma":0.006410797,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00249408,"about_ca_topic_score_gemma":0.00218071,"domain_scores_codex":[0.9941158,0.002386481,0.0003056373,0.001779532,0.000881507,0.0005310203],"domain_scores_gemma":[0.9773427,0.01704964,0.0005619714,0.001468798,0.002662002,0.0009149707],"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":[0.0003330006,0.0002073349,0.0009165264,0.001342238,0.00006397698,0.0002374149,0.0003762112,0.003931462,0.0002053395,0.2534633,0.6382185,0.1007048],"study_design_scores_gemma":[0.000198093,0.0001072712,0.0004674798,0.0008354374,0.00003690296,0.0005221385,0.001088888,0.009246537,0.0004192225,0.5059869,0.4810441,0.00004701729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01066811,0.007081057,0.2032918,0.265022,0.01799398,0.003096901,0.02446211,0.002164799,0.4662191],"genre_scores_gemma":[0.2317814,0.008516897,0.3321903,0.08964079,0.01631963,0.00903298,0.04196133,0.002503518,0.2680533],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8346432,"threshold_uncertainty_score":0.5531735,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01811024852680341,"score_gpt":0.2422463051523058,"score_spread":0.2241360566255024,"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."}}