{"id":"W4400770280","doi":"10.1126/science.adq4500","title":"A hard fruit to swallow","year":2024,"lang":"en","type":"letter","venue":"Science","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Foraging; Range (aeronautics); Ecological niche; Biology; Zoology; Ecology; Engineering; Habitat","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":[0.001718176,0.0005619298,0.0007969054,0.0002190127,0.003174736,0.001711443,0.0008719405,0.02362684,0.004422661],"category_scores_gemma":[0.00722012,0.0004546746,0.0007503458,0.0002101779,0.002072755,0.002343518,0.0009076102,0.02753025,0.003683138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001687751,"about_ca_system_score_gemma":0.001379348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01036416,"about_ca_topic_score_gemma":0.02768897,"domain_scores_codex":[0.9991744,0.0001809502,0.00007181067,0.0002344668,0.000184178,0.0001541684],"domain_scores_gemma":[0.9978251,0.001026869,0.0001406842,0.0001435109,0.0003374137,0.0005263268],"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":[0.0001123493,0.00004652678,0.002038392,0.00003203346,0.00003046079,0.005077225,0.0002291713,0.00002901164,0.0005926287,0.002598624,0.9747976,0.01441597],"study_design_scores_gemma":[0.0001600665,0.0001682181,0.006869392,0.0001646622,0.00004509719,0.007528469,0.001317639,0.0003378421,0.000456836,0.01114189,0.971751,0.00005886642],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00236299,0.001368957,0.0002060601,0.9683686,0.02214804,0.00001441265,0.0000556188,0.0000371771,0.005438106],"genre_scores_gemma":[0.0101147,0.0008031376,0.0002215089,0.9551381,0.02084829,0.0000206676,0.00002478268,0.00002077548,0.01280801],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02362684,"threshold_uncertainty_score":0.02060765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03633396088846329,"score_gpt":0.2665123557878123,"score_spread":0.230178394899349,"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."}}