{"id":"W2078158108","doi":"10.1111/j.1541-0064.2007.00177_3.x","title":"Geomorphology: A Canadian Perspective by Alan Trenhaile","year":2007,"lang":"en","type":"article","venue":"Canadian Geographies / Géographies canadiennes","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geographer; Citation; Perspective (graphical); Library science; Sociology; Operations research; Computer science; Cartography; Geography; Engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005131311,0.001351211,0.001110525,0.006431133,0.01079917,0.009729206,0.002523293,0.003426292,0.009625617],"category_scores_gemma":[0.01126249,0.0008335817,0.0006329486,0.01142663,0.009145604,0.007785769,0.003443007,0.00826222,0.001413819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06829862,"about_ca_system_score_gemma":0.1014453,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9829244,"about_ca_topic_score_gemma":0.987899,"domain_scores_codex":[0.997283,0.0004881171,0.0001345079,0.0003663342,0.001331593,0.0003965066],"domain_scores_gemma":[0.9883955,0.001518269,0.0002408986,0.0001968018,0.008205568,0.001442964],"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":[0.0000310802,0.00002195393,0.0009838599,0.0002422141,0.00002542109,0.000089702,0.00202099,0.001520921,0.00009289546,0.09979154,0.844146,0.05103339],"study_design_scores_gemma":[0.000004634223,0.000003661084,0.001072995,0.0004451176,0.00001117789,0.00003159273,0.001848708,0.0002584657,0.00005301701,0.009375595,0.9868508,0.00004416997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.002069856,0.2263823,0.003319185,0.6956969,0.01358716,0.00003189263,0.001007174,0.00007016797,0.05783536],"genre_scores_gemma":[0.1064395,0.6120654,0.009940814,0.0904082,0.009016787,0.00008472033,0.0007251471,0.0004689508,0.1708504],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.06829862,"threshold_uncertainty_score":0.4955435,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008910022519004636,"score_gpt":0.2328622216664317,"score_spread":0.2239521991474271,"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."}}