{"id":"W4244251279","doi":"10.1007/978-94-007-0753-5_103643","title":"Scale Categories Effects","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Statistical Modeling Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Scale (ratio); Computer science; Environmental science; Geography; Cartography","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":[0.0009030831,0.001104757,0.000692319,0.001640499,0.001384398,0.002993532,0.001482842,0.0009633751,0.102819],"category_scores_gemma":[0.004493522,0.0005487064,0.0009425077,0.001666053,0.001885274,0.004769479,0.002562709,0.00294687,0.02566616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001406079,"about_ca_system_score_gemma":0.0007174381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001728811,"about_ca_topic_score_gemma":0.003111838,"domain_scores_codex":[0.9990208,0.0001716409,0.00002857295,0.0002419075,0.0004472336,0.00008991353],"domain_scores_gemma":[0.9988272,0.0003784704,0.00005057061,0.0003789553,0.0002810281,0.00008384562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005924957,0.0000380193,0.0002680405,0.0001565804,0.00001925854,0.00006291141,0.0003893685,0.0005448674,0.0020895,0.7397452,0.05419662,0.2024304],"study_design_scores_gemma":[0.00001818811,0.00004737971,0.001668806,0.0001195643,0.00004274543,0.0003812453,0.0003565018,0.003119784,0.003144178,0.5848066,0.4062593,0.00003571163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.004721404,0.00303061,0.1080414,0.001607818,0.001088554,0.0001105745,0.0004782245,0.001468061,0.8794534],"genre_scores_gemma":[0.1603783,0.003515094,0.05389047,0.001544658,0.0007627824,0.0003558018,0.001089234,0.00199326,0.7764704],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.102819,"threshold_uncertainty_score":0.343964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01126512957871932,"score_gpt":0.2471658521359662,"score_spread":0.2359007225572469,"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."}}