{"id":"W2786338614","doi":"10.1126/science.aao7104","title":"Morphology, muscle capacity, skill, and maneuvering ability in hummingbirds","year":2018,"lang":"en","type":"article","venue":"Science","topic":"Animal Behavior and Reproduction","field":"Agricultural and Biological Sciences","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Perspective (graphical); Wing; Biology; Ecology; Physical medicine and rehabilitation; Zoology; Computer science; Artificial intelligence; Aerospace engineering; Engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002694784,0.0001458211,0.0001858669,0.001109009,0.0002382933,0.000366574,0.0001866941,0.0002762664,0.000629403],"category_scores_gemma":[0.001119132,0.0001520265,0.0001252464,0.0004301723,0.0005720477,0.0003459303,0.0003386929,0.0001699092,0.0001385411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358067,"about_ca_system_score_gemma":0.00008542963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003614447,"about_ca_topic_score_gemma":0.007464116,"domain_scores_codex":[0.999884,0.0000267525,0.000006422694,0.00004544508,0.000015953,0.00002141725],"domain_scores_gemma":[0.9994429,0.0001385547,0.0002112028,0.00005345327,0.00005065885,0.000103279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006960278,0.00001905385,0.9672639,0.000022172,0.00009187007,0.00009527055,0.0003514523,0.0007018777,0.02217646,0.00008454932,0.00007946053,0.009044257],"study_design_scores_gemma":[2.519036e-7,0.00001103844,0.9995333,8.370053e-7,0.000002850923,0.00004446599,0.00005674707,0.0001886602,0.0001122574,0.0000210805,0.00002727372,0.000001334011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996901,0.00004981534,0.00008018819,0.00000557394,3.60682e-7,5.867146e-7,0.00003361281,0.000002772494,0.0001370206],"genre_scores_gemma":[0.9996935,0.00002380579,0.0001423582,0.000008097998,0.000001608572,0.000001598526,0.00007236683,0.000002310645,0.00005435005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003614447,"threshold_uncertainty_score":0.00718683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03176831271708597,"score_gpt":0.2559736488722399,"score_spread":0.2242053361551539,"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."}}