{"id":"W1981391497","doi":"10.1111/j.1751-5823.2007.00030_30.x","title":"Modelling for Field Biologists and Other Interesting People by Hanna Kokko","year":2007,"lang":"en","type":"article","venue":"International Statistical Review","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Citation; Library science; Computer science; Operations research; History; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003016934,0.00007035794,0.0001028788,0.000006843023,0.00004203821,0.00002083672,0.0001086213,0.0000271809,0.01959147],"category_scores_gemma":[0.0005082048,0.00005824074,0.00002554977,0.00003967404,0.00005266126,0.00003767811,0.00006610461,0.00004925772,0.0001466881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009475886,"about_ca_system_score_gemma":0.000001614956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002374465,"about_ca_topic_score_gemma":0.0001416061,"domain_scores_codex":[0.9993519,0.00001022411,0.0001980194,0.0001668853,0.0001263223,0.0001466373],"domain_scores_gemma":[0.9994134,0.0004027891,0.0000499432,0.00005094496,0.00001422737,0.00006871795],"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":[0.0001025675,0.0002218125,0.03021733,0.0006094135,0.00005323565,0.000009644022,0.0001171326,0.00003540912,0.0008368084,0.1724494,0.5179541,0.2773931],"study_design_scores_gemma":[0.0001845214,0.00005854823,0.001946704,0.0002399073,0.00001446755,0.00001009181,0.00003931481,0.006299854,0.0001205999,0.00190888,0.9890251,0.0001519802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005757077,0.002610929,0.9711316,0.002090069,0.0001584556,0.0002556892,0.0005661615,0.00002421736,0.01740577],"genre_scores_gemma":[0.9406533,0.01302078,0.0194923,0.02406893,0.0001569882,0.0001222904,0.0006609434,0.00003653898,0.001787951],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9516394,"threshold_uncertainty_score":0.9813048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06883472243231899,"score_gpt":0.3623288763042117,"score_spread":0.2934941538718928,"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."}}