{"id":"W2027300398","doi":"10.1139/b99-112","title":"A comparative test of the predictive power of neighbourhood models in natural populations of <i>Lasallia pustulata</i>","year":2000,"lang":"en","type":"article","venue":"Canadian Journal of Botany","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Predictive power; Neighbourhood (mathematics); Mathematics; Statistics; Polygon (computer graphics); Contrast (vision); Econometrics; Computer science; Artificial intelligence; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01532112,0.0008911318,0.0006671514,0.001553482,0.0004832229,0.001229624,0.0008423493,0.0008745748,0.000637684],"category_scores_gemma":[0.03013156,0.0003867783,0.001235005,0.0008262214,0.0008855328,0.001275607,0.001124141,0.0009941752,0.000201273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008407952,"about_ca_system_score_gemma":0.0006307157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009348579,"about_ca_topic_score_gemma":0.006463781,"domain_scores_codex":[0.9967079,0.002363905,0.0001576779,0.0004055984,0.0002456241,0.0001192826],"domain_scores_gemma":[0.9383795,0.05758446,0.001166443,0.000988443,0.001366762,0.0005144703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.001311352,0.000291937,0.2337407,0.0001317487,0.0009428822,0.0001220408,0.0008727119,0.7086805,0.0007640649,0.001970578,0.0007218598,0.0504497],"study_design_scores_gemma":[0.00003659855,0.0004622872,0.02044762,0.00002458967,0.00008475952,0.00005710616,0.000166969,0.9763693,0.0002689822,0.001902029,0.0001492023,0.00003050193],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858558,0.0002794194,0.01232131,0.0002308914,0.00001916642,0.00004541945,0.000154652,0.00008960639,0.001003912],"genre_scores_gemma":[0.9965868,0.00007516699,0.002875366,0.00001814078,0.00001225111,0.00002497528,0.0002366158,0.00001255787,0.0001581141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01532112,"threshold_uncertainty_score":0.08102679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01331914248135061,"score_gpt":0.2266107257505039,"score_spread":0.2132915832691533,"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."}}