{"id":"W7028901493","doi":"","title":"Improved specimen preservation through digitization at Canada’s National Collection of Vascular Plants","year":2019,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Digitization; Dingo; Data collection","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":[0.0008147129,0.0003359544,0.0006034164,0.0002223967,0.00007898053,0.00001979722,0.0002698831,0.0004519251,0.2003204],"category_scores_gemma":[0.001338791,0.000344995,0.0002319363,0.0002243763,0.00009215417,0.0001549062,0.0003055065,0.000258453,0.03080496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001053306,"about_ca_system_score_gemma":0.001386958,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1187758,"about_ca_topic_score_gemma":0.08701841,"domain_scores_codex":[0.9966431,0.0002120162,0.0006282042,0.001289252,0.0009668654,0.0002606166],"domain_scores_gemma":[0.9972983,0.0001812951,0.0006127245,0.001480192,0.0003270171,0.0001004731],"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":[0.0002818355,0.0004275683,0.01047862,0.001970492,0.0007611732,0.000002312847,0.0004940388,0.0003995006,0.005680149,0.0005488765,0.9775057,0.001449749],"study_design_scores_gemma":[0.002317014,0.000009191574,0.05644876,0.0006537066,0.0001828141,0.000009467252,0.0001038434,0.001582149,0.001913064,0.0006567937,0.9356604,0.0004628021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005767835,0.00001347196,0.001000286,0.0002916533,0.000479078,0.002761691,0.0001191197,0.00008701923,0.9894798],"genre_scores_gemma":[0.01208309,0.0003244528,0.0006785417,0.0001062479,0.0001478747,0.0001447809,0.0009779533,0.0002056291,0.9853314],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1695154,"threshold_uncertainty_score":0.9999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01016066172653597,"score_gpt":0.2456873268966641,"score_spread":0.2355266651701281,"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."}}