{"id":"W6944391142","doi":"10.18165/qssyvr","title":"University of Alberta Vascular Plant Herbarium (ALTA-VP)","year":2013,"lang":"en","type":"dataset","venue":"Open MIND","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Herbarium; Vascular plant; The arctic; Amateur; Arctic; Resource (disambiguation)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003913185,0.0004150312,0.0008284287,0.0001714097,0.0001112521,0.0001367483,0.003230345,0.000473958,0.1108809],"category_scores_gemma":[0.00007412957,0.0004408498,0.0001954341,0.0002240502,0.0001823699,0.0003877637,0.00176026,0.0004397999,0.1378204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001552843,"about_ca_system_score_gemma":0.0004497216,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1288004,"about_ca_topic_score_gemma":0.04433145,"domain_scores_codex":[0.9978873,0.0001697051,0.0002966355,0.0007437139,0.0004860197,0.0004166942],"domain_scores_gemma":[0.997126,0.0001150609,0.0005182173,0.00188114,0.0001245426,0.000235035],"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":[0.00008227924,0.0001910082,0.00001008005,0.00006262503,0.0004300055,0.00008940071,0.0001022022,0.00001139313,0.00005616302,9.749738e-7,0.9985786,0.0003852828],"study_design_scores_gemma":[0.0008937497,0.00004685685,0.00005580122,0.0002036791,0.000568912,0.00001228379,0.00016346,0.00002384642,0.00008632897,0.000002029879,0.997445,0.0004979757],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0008879956,0.00009746871,5.845232e-7,0.00001911699,0.0001460604,0.0007295262,0.9910195,0.000001151623,0.007098557],"genre_scores_gemma":[0.0000141917,0.0000786753,0.0004670067,0.000009550036,0.00005474756,0.000002020811,0.9895549,0.00005329273,0.009765579],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.08446898,"threshold_uncertainty_score":0.9998043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830497408255316,"score_gpt":0.2469144254172085,"score_spread":0.2186094513346553,"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."}}