{"id":"W2197976497","doi":"10.1016/b978-0-444-63998-1.00001-x","title":"Introduction","year":2019,"lang":"en","type":"book-chapter","venue":"Developments in psychiatry","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministry of Natural Resources and Forestry","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006201953,0.0008032175,0.0004460549,0.001278628,0.001191745,0.0029517,0.001232783,0.001437553,0.5183922],"category_scores_gemma":[0.001886025,0.000216651,0.0003953724,0.001128641,0.0005437609,0.002055201,0.001830883,0.001467829,0.3841204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00124762,"about_ca_system_score_gemma":0.001695332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002955894,"about_ca_topic_score_gemma":0.005591208,"domain_scores_codex":[0.9995205,0.0000695739,0.00001695305,0.00009572024,0.0002422643,0.00005503276],"domain_scores_gemma":[0.9994549,0.00009544307,0.00001981886,0.00006110057,0.0002578728,0.000110904],"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":[0.00001776457,0.00002405653,0.00005926268,0.0001385154,0.000001492405,0.00005600341,0.0001239917,0.00009018814,0.0002466499,0.03421824,0.8159376,0.1490862],"study_design_scores_gemma":[0.000001093597,0.00000319362,0.00004370979,0.0000458211,4.594655e-7,0.00002979322,0.00002842466,0.00001203054,0.0000328121,0.002720336,0.997081,0.000001357494],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002749245,0.003426838,0.003889484,0.00321058,0.005609385,0.0001122592,0.001535829,0.0005632089,0.9813775],"genre_scores_gemma":[0.001003844,0.001658932,0.001314452,0.001106131,0.0006574364,0.00006036806,0.0008496204,0.0001537641,0.9931953],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4816078,"threshold_uncertainty_score":0.6869551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009371221963502234,"score_gpt":0.198919420494081,"score_spread":0.1895481985305788,"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."}}