{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009279727,0.0002728568,0.0003337472,0.00008302645,0.00006194431,0.0000786339,0.000878556,0.0002152999,0.00003520779],"category_scores_gemma":[0.00004244804,0.0001998889,0.00007323602,0.00001821842,0.00009470807,0.00009490987,0.0004131438,0.0002656322,0.0003404423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004472915,"about_ca_system_score_gemma":0.00003209305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006171709,"about_ca_topic_score_gemma":0.000006836329,"domain_scores_codex":[0.9987928,0.00001088945,0.0002088628,0.0005084126,0.0002652239,0.0002138537],"domain_scores_gemma":[0.9985496,0.0002930824,0.00008443081,0.0008736333,0.00009655789,0.0001027151],"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":[5.353754e-7,0.000001546643,1.332059e-7,0.00002850857,0.000004296983,0.00000811728,0.000009196126,0.000001898699,0.000005679487,0.8572104,0.0038952,0.1388345],"study_design_scores_gemma":[0.00003660062,0.00007344696,6.771974e-7,0.0000582353,0.000006607482,0.000005417546,5.294154e-8,0.005418621,0.0006524018,0.8708674,0.1226066,0.0002739672],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[3.146173e-8,0.00003659344,0.5939407,0.0001550822,0.0001380852,0.0001086007,0.000001407678,0.0007889388,0.4048305],"genre_scores_gemma":[0.0004215015,0.00001969517,0.5844047,0.0003731262,0.00006333806,0.00001041917,0.000003766559,0.00002541858,0.414678],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1385605,"threshold_uncertainty_score":0.8151231,"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."}}