{"id":"W1967722021","doi":"10.1073/pnas.1111663108","title":"Himalayan glaciers: The big picture is a montage","year":2011,"lang":"en","type":"letter","venue":"Proceedings of the National Academy of Sciences","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Computer science; Task (project management); Artificial intelligence; Perception; Computer vision; Psychology","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":[0.00202818,0.0003636398,0.0006857063,0.0002428148,0.002877855,0.002639971,0.0008271415,0.01464035,0.003672138],"category_scores_gemma":[0.008546819,0.0002804448,0.0003276958,0.0004368548,0.00260057,0.002586355,0.001291632,0.02071629,0.002887182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001808354,"about_ca_system_score_gemma":0.001713965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006211041,"about_ca_topic_score_gemma":0.01780496,"domain_scores_codex":[0.9992564,0.000198683,0.00005636023,0.0001294558,0.0002712168,0.00008778515],"domain_scores_gemma":[0.9961246,0.002242884,0.0002358466,0.000320614,0.0005857922,0.0004903107],"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":[0.0001038497,0.00002050745,0.001566138,0.00007651199,0.00003354114,0.0009226736,0.0004832217,0.00007318267,0.0003212568,0.005999009,0.9578596,0.03254042],"study_design_scores_gemma":[0.00004948318,0.00003595185,0.003731973,0.0001907627,0.00003250687,0.0008165524,0.001143345,0.0002572708,0.0004372007,0.03251723,0.9607462,0.00004151385],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0008345412,0.002783755,0.0000919787,0.9858611,0.007945868,0.000002148797,0.00004672683,0.00001732238,0.002416653],"genre_scores_gemma":[0.02561429,0.005068934,0.0003350948,0.9210942,0.03825482,0.00001003425,0.00008113446,0.00002436293,0.009517154],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01464035,"threshold_uncertainty_score":0.01312065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06679330520758973,"score_gpt":0.2522495618846523,"score_spread":0.1854562566770626,"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."}}