{"id":"W2332394160","doi":"10.14288/1.0095158","title":"Classification of epilithic bryophyte communities in south-western British Columbia","year":2010,"lang":"en","type":"article","venue":"Open Collections","topic":"Bryophyte Studies and Records","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bryophyte; Geography; Ecology; Archaeology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001945884,0.00004979806,0.0001571479,0.000005320373,0.001314448,0.0005680878,0.000310757,0.0000750069,0.00132074],"category_scores_gemma":[0.00002282279,0.00003307898,0.00004490315,0.0006628737,0.0001272615,0.0001002163,0.0001465386,0.0002136983,0.000003468262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001221373,"about_ca_system_score_gemma":0.00001574074,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5014029,"about_ca_topic_score_gemma":0.9857602,"domain_scores_codex":[0.9994019,0.00006509624,0.0002033589,0.0001207636,0.0000733335,0.0001356055],"domain_scores_gemma":[0.9996179,0.000110987,0.00007901503,0.00007131787,0.00008772823,0.00003310071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004378038,0.0008119905,0.6635543,0.00002437996,0.00005308464,0.000003339728,0.001519744,0.000003457091,0.01029229,0.00003449557,0.2758614,0.04779771],"study_design_scores_gemma":[0.0001483712,0.0000969139,0.8786609,0.00002478294,0.000004596186,0.000006489734,0.002817278,0.00003689582,0.000006302201,0.0003440482,0.1177654,0.00008801397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9638298,0.00002649533,6.886963e-7,0.0001886823,0.0009051025,0.0003280609,0.000187307,0.00001665224,0.03451721],"genre_scores_gemma":[0.9356127,0.00004789188,0.0000660054,0.00005002999,0.0001863598,0.00007961121,0.0000217226,8.399417e-7,0.06393487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4843574,"threshold_uncertainty_score":0.9999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0290234337479595,"score_gpt":0.236333431198285,"score_spread":0.2073099974503255,"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."}}