{"id":"W7099371863","doi":"","title":"RESEARCH ARTICLE Open Access Spatial and temporal patt","year":2016,"lang":"en","type":"article","venue":"","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Research article; Public health; Original research; Open research; Public access","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["insufficient_payload"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002467427,0.0005353097,0.0006251903,0.004316409,0.002536863,0.005474584,0.002180181,0.002063351,0.3385136],"category_scores_gemma":[0.008868958,0.000315705,0.0007006053,0.00488067,0.00175862,0.002749499,0.003023139,0.001452056,0.09617406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00376691,"about_ca_system_score_gemma":0.01160652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1667415,"about_ca_topic_score_gemma":0.2334612,"domain_scores_codex":[0.9972461,0.0002657378,0.000119309,0.0006021583,0.001197472,0.0005691201],"domain_scores_gemma":[0.9918269,0.000870512,0.0007740651,0.0009569683,0.003920477,0.001651053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003343727,0.0002332348,0.03236872,0.001022266,0.0001440087,0.0008708031,0.001240561,0.0003769461,0.001761587,0.02972866,0.5269546,0.4049642],"study_design_scores_gemma":[0.00002334304,0.00004017602,0.02221677,0.0003277339,0.00003065878,0.0005031857,0.001110334,0.0002243775,0.0003489991,0.003535672,0.9716153,0.00002348136],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03091101,0.01384033,0.005505771,0.02113514,0.007019299,0.0003426058,0.0486543,0.002480982,0.8701106],"genre_scores_gemma":[0.1628681,0.01035508,0.006789405,0.003763685,0.002270585,0.0001721896,0.03325776,0.0009305669,0.7795928],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3385136,"threshold_uncertainty_score":0.94353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2029035325898644,"score_gpt":0.4250521013114232,"score_spread":0.2221485687215588,"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."}}