{"id":"W3211719908","doi":"10.5281/zenodo.4081347","title":"McCannLab/NDID: v1.0.0","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Computer 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":[],"category_scores_codex":[0.001183228,0.002072502,0.001910133,0.001490503,0.001210756,0.002705967,0.005606016,0.002584385,0.376544],"category_scores_gemma":[0.004902118,0.00219728,0.002721417,0.001408669,0.0006732473,0.003043182,0.003573795,0.003866363,0.3283537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001703394,"about_ca_system_score_gemma":0.002136455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01436262,"about_ca_topic_score_gemma":0.017831,"domain_scores_codex":[0.9993855,0.00007791226,0.00006234152,0.0001406352,0.000196811,0.0001368161],"domain_scores_gemma":[0.9985549,0.0004151087,0.00009293264,0.0003560142,0.0003970452,0.0001840356],"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":[0.0001190264,0.0000384988,0.001031139,0.0006520537,0.00009296976,0.0000872263,0.0001410507,0.003203567,0.001680784,0.006857452,0.9757227,0.01037348],"study_design_scores_gemma":[0.0003313125,0.00003242175,0.001668187,0.0002430363,0.00007154133,0.0002057909,0.0000568585,0.02339481,0.00552683,0.01889434,0.9494063,0.0001686877],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003271865,0.0006936585,0.06728218,0.0008574379,0.001032796,0.0002342771,0.2911414,0.5767906,0.05869572],"genre_scores_gemma":[0.02662689,0.0005429242,0.07742228,0.001838632,0.000301566,0.001296899,0.3020525,0.5495816,0.04033668],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.376544,"threshold_uncertainty_score":0.8892843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0268718835315369,"score_gpt":0.2086461383734512,"score_spread":0.1817742548419143,"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."}}