{"id":"W4250963845","doi":"10.1007/978-94-007-0753-5_103646","title":"Scale Orientation Effects","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Education, Safety, and Science Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brandon University; University of Northern British Columbia","funders":"","keywords":"Scale (ratio); Orientation (vector space); Geography; Mathematics; Geometry; 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":[0.001971844,0.001136125,0.0007612075,0.0008450489,0.0008039928,0.002944594,0.0009066685,0.001014984,0.09913037],"category_scores_gemma":[0.01676575,0.0004705101,0.0007185281,0.0008651839,0.001208387,0.001841028,0.001755613,0.002041344,0.009677009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009147862,"about_ca_system_score_gemma":0.0006445328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002599912,"about_ca_topic_score_gemma":0.002616588,"domain_scores_codex":[0.9985796,0.0002140658,0.00004930426,0.0003755912,0.0006267742,0.0001547381],"domain_scores_gemma":[0.9902481,0.006001099,0.0006290196,0.001483934,0.0008683086,0.000769355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.01339672,0.003751224,0.06598321,0.001696981,0.0005406756,0.000760551,0.007185366,0.001792496,0.162738,0.2027368,0.05392721,0.4854908],"study_design_scores_gemma":[0.0009350141,0.001705289,0.778106,0.0005038297,0.0009723197,0.001009185,0.002620622,0.00205859,0.02336537,0.1068298,0.08172385,0.0001701425],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2809621,0.00302829,0.008025436,0.001231009,0.0007238988,0.0002817115,0.002103711,0.0007849982,0.7028588],"genre_scores_gemma":[0.8871217,0.00118046,0.003173527,0.001365677,0.0002402088,0.0002219127,0.001528663,0.0008607294,0.1043071],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09913037,"threshold_uncertainty_score":0.3316241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147425810915716,"score_gpt":0.3291969116103671,"score_spread":0.30772265350121,"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."}}