{"id":"W7012107699","doi":"","title":"Our Contributors","year":2008,"lang":"en","type":"article","venue":"Archivaria","topic":"Botanical Research and Chemistry","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002558209,0.0008867917,0.0005809306,0.003395292,0.002795748,0.00577375,0.00150459,0.001562024,0.651999],"category_scores_gemma":[0.01734072,0.0003280937,0.0003827494,0.001678768,0.0008218098,0.002166408,0.003628659,0.002236282,0.4594444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00188314,"about_ca_system_score_gemma":0.00407603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002953274,"about_ca_topic_score_gemma":0.005568742,"domain_scores_codex":[0.9977893,0.0004664973,0.0001044159,0.0003759818,0.0009903429,0.0002734749],"domain_scores_gemma":[0.9870019,0.001366948,0.0005081209,0.001524993,0.006337106,0.003260836],"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":[0.00002345158,0.00001445758,0.0002491348,0.0000678209,0.000002184197,0.00006981133,0.0001400001,0.00002172392,0.000184681,0.004192486,0.9454017,0.04963257],"study_design_scores_gemma":[0.000001946011,0.000001728972,0.0001251098,0.00002698541,0.000001099046,0.00003898627,0.00007649006,0.00001230818,0.00005653551,0.0003870253,0.9992698,0.000002051917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002689263,0.006305342,0.006393902,0.05256077,0.08996069,0.0006038854,0.01042183,0.003969547,0.8270948],"genre_scores_gemma":[0.003367696,0.0009624481,0.00121985,0.003062235,0.003032788,0.0001168272,0.001418978,0.000558162,0.9862611],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.348001,"threshold_uncertainty_score":0.4963812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708923005857339,"score_gpt":0.2500084948317036,"score_spread":0.2129192647731302,"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."}}