{"id":"W2055140256","doi":"10.1080/07352689.2012.680349","title":"Mechanisms Regulating Epiphytic Plant Diversity","year":2012,"lang":"en","type":"article","venue":"Critical Reviews in Plant Sciences","topic":"Fern and Epiphyte Biology","field":"Agricultural and Biological Sciences","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"","keywords":"Epiphyte; Ecology; Biological dispersal; Disturbance (geology); Ecosystem; Biology; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.001971043,0.0001358357,0.0003030587,0.00001842939,0.0005133279,0.00003483909,0.0004059228,0.00008618684,0.0003550581],"category_scores_gemma":[0.000894931,0.0000478176,0.00007885986,0.000354417,0.0003172067,0.0002524045,0.0002852397,0.0001311834,0.0001517799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002568065,"about_ca_system_score_gemma":0.000005331907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001142182,"about_ca_topic_score_gemma":0.0001877491,"domain_scores_codex":[0.9983082,0.0002203752,0.0002998187,0.0002950079,0.0002226141,0.0006539153],"domain_scores_gemma":[0.9989365,0.0007671035,0.00005049808,0.00004833401,0.00001226621,0.0001853001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00005772611,0.0005753675,0.2515073,0.0001811167,0.000008089785,0.00003221875,0.0006508283,0.000001926433,0.07975891,0.4580976,0.006221879,0.2029071],"study_design_scores_gemma":[0.0002956737,0.0009379424,0.7283654,0.001140694,0.00005158036,0.0002537819,0.001269285,0.001194919,0.002877583,0.06029331,0.2018445,0.00147531],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802291,0.009065764,0.00006568899,0.002434344,0.001303647,0.0003670196,0.00011004,0.00006844941,0.006355905],"genre_scores_gemma":[0.9975306,0.0007261053,0.0007711918,0.0007330929,0.0001808659,0.000009633005,0.00001736883,3.68713e-7,0.00003071081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4768581,"threshold_uncertainty_score":0.3948155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414997260748571,"score_gpt":0.3007171681475753,"score_spread":0.1592174420727182,"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."}}