{"id":"W4256166287","doi":"10.26522/ti.v6i1.1531","title":"Introduction","year":2017,"lang":"en","type":"article","venue":"ti<","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science","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":[0.001478529,0.0008300724,0.0003440806,0.001442434,0.00162639,0.004436395,0.001783698,0.002009837,0.5172812],"category_scores_gemma":[0.004721057,0.0002263513,0.00060304,0.001007706,0.0008538899,0.002346903,0.002795617,0.002172068,0.3789108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00161233,"about_ca_system_score_gemma":0.003383743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003233779,"about_ca_topic_score_gemma":0.003957657,"domain_scores_codex":[0.998996,0.0001317868,0.00003980117,0.000222397,0.0004585565,0.0001515063],"domain_scores_gemma":[0.9978815,0.0002456491,0.00008822814,0.0002519107,0.001003981,0.0005286777],"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":[0.00007172384,0.00006824904,0.0006755361,0.0002390248,0.000004590375,0.0001171832,0.0002777253,0.00008215489,0.0006232705,0.04691695,0.7464718,0.2044518],"study_design_scores_gemma":[0.000002996985,0.00001027558,0.0002510342,0.00009133125,0.000001623016,0.00006670853,0.00008203489,0.00001814484,0.0001350166,0.002518755,0.9968183,0.000003767154],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001650248,0.002962384,0.008378501,0.02031709,0.01850789,0.0003011763,0.004443247,0.001471162,0.9419683],"genre_scores_gemma":[0.007403028,0.00231085,0.003528629,0.007731115,0.003351048,0.0002333321,0.003362566,0.0004186945,0.9716608],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4827188,"threshold_uncertainty_score":0.6885398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139476149258001,"score_gpt":0.2904036828977039,"score_spread":0.2690089214051238,"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."}}