{"id":"W2743507426","doi":"10.5886/rtt57cc9","title":"University of British Columbia Herbarium (UBC) - Vascular Plant Collection from University of British Columbia","year":2013,"lang":"en","type":"article","venue":"Canadensys","topic":"Botany, Ecology, and Taxonomy Studies","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Vascular plant; Geography; Columbia university; Scope (computer science); Library science; Archaeology; Forestry; Biology; Botany; Ecology; Media studies; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007328459,0.0005947795,0.001040132,0.008196627,0.003459238,0.001964124,0.001751183,0.0004435775,0.07104329],"category_scores_gemma":[0.003594661,0.0004385562,0.0002134882,0.01899069,0.0004422025,0.0006996772,0.00102083,0.0009990737,0.02493272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01113323,"about_ca_system_score_gemma":0.02550424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9288934,"about_ca_topic_score_gemma":0.9788741,"domain_scores_codex":[0.9990028,0.00004277841,0.00005428453,0.0001964317,0.0005090252,0.000194716],"domain_scores_gemma":[0.9924611,0.0003138034,0.0002742218,0.0004607651,0.005687117,0.000803018],"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":[0.00007150503,0.00002068541,0.005909154,0.0003719989,0.00001959998,0.00008258333,0.0002739275,0.00009002657,0.0005564482,0.0009425464,0.9666479,0.02501372],"study_design_scores_gemma":[0.00002779656,0.000005708825,0.07354584,0.0003089774,0.00003133709,0.00005804306,0.0004542509,0.0002145085,0.0003977507,0.0003383216,0.9245777,0.00003978731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.006288762,0.0007110321,0.0004387969,0.0002925275,0.0001188026,0.0001043593,0.952796,0.0004690447,0.03878064],"genre_scores_gemma":[0.0211778,0.001350413,0.00322319,0.0002363892,0.00003864597,0.0003234658,0.902333,0.0003866564,0.07093039],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.07110655,"threshold_uncertainty_score":0.2376634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00941685408749536,"score_gpt":0.1322937513698874,"score_spread":0.1228768972823921,"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."}}