{"id":"W4237660186","doi":"10.1007/978-1-4614-5491-5_200286","title":"Topographic Manipulation","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geology; Geography; Cartography; Computer science","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":[0.0000762946,0.0007699669,0.0003609791,0.0007216924,0.0006652159,0.001201492,0.0006130306,0.000497585,0.06994667],"category_scores_gemma":[0.0001639038,0.0003129889,0.0002714604,0.0006927519,0.0005606485,0.001335436,0.001116139,0.001021244,0.03003501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005019069,"about_ca_system_score_gemma":0.0003981647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007035593,"about_ca_topic_score_gemma":0.002441397,"domain_scores_codex":[0.9998913,0.000004986508,0.000002363754,0.00002246109,0.00006777775,0.00001109819],"domain_scores_gemma":[0.9999632,0.000006076878,0.000002152414,0.00001204105,0.00001252723,0.000004069976],"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":[0.00002405993,0.00002772135,0.00007311939,0.0003263755,0.000009189879,0.0001089349,0.0001477126,0.001597767,0.02809957,0.1633286,0.2010692,0.6051877],"study_design_scores_gemma":[0.000002513699,0.0000124088,0.0001576885,0.00005775407,0.000004590716,0.0002831664,0.00003024621,0.001459567,0.008080932,0.0163707,0.9735296,0.00001077247],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001604583,0.005128528,0.05207075,0.0003708311,0.000875834,0.00004356219,0.000260162,0.0008571627,0.9387887],"genre_scores_gemma":[0.0143456,0.005270782,0.01414494,0.0002233742,0.0002054673,0.00004908565,0.0004242226,0.0002777438,0.9650587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06994667,"threshold_uncertainty_score":0.233995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04595448301513264,"score_gpt":0.2409275485933549,"score_spread":0.1949730655782222,"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."}}