{"id":"W2623895387","doi":"10.1145/3083157.3083164","title":"Bend-a-rule","year":2017,"lang":"en","type":"article","venue":"","topic":"3D Surveying and Cultural Heritage","field":"Earth and Planetary Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Planar; Ruler; Computer science; Flexibility (engineering); Computer vision; Workflow; Artificial intelligence; Computer graphics (images); Mathematics; Physics","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":[0.001101165,0.0009249666,0.000778142,0.001604461,0.000863431,0.002573154,0.001921297,0.00122898,0.01928773],"category_scores_gemma":[0.003575882,0.0008175771,0.001292918,0.0008955563,0.0009494048,0.001872965,0.002010247,0.001420762,0.01152341],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003728319,"about_ca_system_score_gemma":0.001108243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150504,"about_ca_topic_score_gemma":0.001807672,"domain_scores_codex":[0.9984433,0.00009428203,0.0001382826,0.0003575049,0.0008545033,0.0001121651],"domain_scores_gemma":[0.997376,0.0004165571,0.0002086913,0.001158009,0.0006833901,0.000157393],"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":[0.0005302779,0.0001533612,0.005485093,0.0008485207,0.0001331079,0.0007920922,0.0006856464,0.01383189,0.1927673,0.03463433,0.04547997,0.7046584],"study_design_scores_gemma":[0.00007941167,0.0003788255,0.007999597,0.0002162928,0.00008225683,0.003578157,0.0004098105,0.1482763,0.3286428,0.02622978,0.4837619,0.0003448397],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01320401,0.0002504367,0.941693,0.0001163645,0.0001591043,0.0003095635,0.001416767,0.02017265,0.02267801],"genre_scores_gemma":[0.08618926,0.0002790855,0.8938205,0.0001599146,0.00003788555,0.0002499414,0.003797264,0.003388522,0.01207764],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01928773,"threshold_uncertainty_score":0.06452388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03574568756075674,"score_gpt":0.2406682691340638,"score_spread":0.2049225815733071,"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."}}