{"id":"W6929083909","doi":"10.48550/arxiv.1210.2090","title":"Customised high-value document generation","year":2012,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Green Communities Canada","funders":"","keywords":"Process (computing); Domain (mathematical analysis); Plan (archaeology); Expert system; Knowledge base; Production (economics); Architecture; Constraint (computer-aided design)","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":[0.002517361,0.0009232295,0.0006774573,0.002146015,0.0007057845,0.00325094,0.001806961,0.001415389,0.01837259],"category_scores_gemma":[0.01009003,0.0005415941,0.0008859116,0.001942168,0.0006162816,0.002138979,0.002971329,0.001028503,0.007616015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008013926,"about_ca_system_score_gemma":0.0009277699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009111875,"about_ca_topic_score_gemma":0.0009043731,"domain_scores_codex":[0.9979807,0.0004729493,0.0001657402,0.0005029556,0.000725268,0.0001524958],"domain_scores_gemma":[0.9938797,0.002774414,0.0001607411,0.001654027,0.001312123,0.0002188722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009090956,0.0002985147,0.00284841,0.0007106886,0.00009406134,0.0008447513,0.001249533,0.02076393,0.0434484,0.03298352,0.0363473,0.8595018],"study_design_scores_gemma":[0.0004148065,0.0004383089,0.004389333,0.0002793343,0.0002219761,0.002335371,0.001248008,0.4370541,0.1907963,0.1004013,0.2621897,0.0002315548],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02981119,0.0004406607,0.9291685,0.0004102436,0.0003413885,0.0007904335,0.002709421,0.02095609,0.0153722],"genre_scores_gemma":[0.2475741,0.0004390548,0.7227972,0.0001797103,0.0001546376,0.0006674107,0.008447864,0.004016987,0.01572304],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01837259,"threshold_uncertainty_score":0.06146246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03515310049906324,"score_gpt":0.177544053739339,"score_spread":0.1423909532402758,"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."}}