{"id":"W4236963452","doi":"10.32920/ryerson.14664879","title":"Performance Evaluation of Soil Cell","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Landfill Environmental Impact Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Environmental science; Leaching (pedology); Nitrate; Environmental engineering; Environmental chemistry; Soil water; Soil science; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.000355255,0.0003508349,0.0003950562,0.0003377446,0.0002796092,0.0005347252,0.0004274315,0.0003984574,0.003176735],"category_scores_gemma":[0.0007543165,0.00009170188,0.0002129235,0.0005496738,0.0001571501,0.00045851,0.0003969827,0.0002130193,0.000864014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003016401,"about_ca_system_score_gemma":0.0003129206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001405272,"about_ca_topic_score_gemma":0.001523437,"domain_scores_codex":[0.9994412,0.00005381645,0.00003643908,0.00008963203,0.0003017052,0.00007715919],"domain_scores_gemma":[0.9992176,0.0001326772,0.00006718634,0.00008251665,0.0004282053,0.00007180029],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004778291,0.0002451479,0.01030257,0.0002875577,0.0000353333,0.0002273444,0.0001678899,0.006511666,0.9229432,0.0003098896,0.0009184172,0.05757314],"study_design_scores_gemma":[0.00001361471,0.001980592,0.007771602,0.00001050236,0.0000357975,0.0001984965,0.0001895005,0.01008862,0.9732518,0.00005967084,0.006378277,0.00002156902],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898874,0.0003275764,0.006877637,0.00004602525,0.00002691053,0.00005228431,0.0006386866,0.0002394192,0.001903945],"genre_scores_gemma":[0.990866,0.0003672168,0.004749819,0.00003115549,0.000007251842,0.00003201104,0.0008255526,0.00003492812,0.003086117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003176735,"threshold_uncertainty_score":0.01062727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02919584754353625,"score_gpt":0.2562227064704728,"score_spread":0.2270268589269365,"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."}}