{"id":"W7084749043","doi":"10.5281/zenodo.17280363","title":"humemai/room-env: v3.0.5","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Water Quality and Resources Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber College","funders":"","keywords":"Process (computing); Identification (biology); Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003685849,0.0002214596,0.0002234114,0.0001640387,0.001443684,0.0003140143,0.001135956,0.0001094665,0.1280503],"category_scores_gemma":[0.0001760478,0.0002071237,0.00007567392,0.0003775567,0.0003463934,0.00006309511,0.003009057,0.0003043414,0.08261149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001626853,"about_ca_system_score_gemma":0.000001270184,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002756387,"about_ca_topic_score_gemma":0.000005961362,"domain_scores_codex":[0.9981604,0.0002887768,0.0002074706,0.0005365477,0.0004216539,0.0003851113],"domain_scores_gemma":[0.9991973,0.00001391552,0.000118376,0.0005191502,0.00003086134,0.0001203871],"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":[0.000009066896,0.00006942891,0.000004462624,0.00007285754,0.00005508289,0.0000130642,0.0003940946,0.00001552782,0.00007766709,0.0004782498,0.9828373,0.01597324],"study_design_scores_gemma":[0.0001997192,0.00005925949,0.0001382311,0.00007669897,0.00002195571,0.0000158995,0.0001418219,0.00001243232,0.00005198901,0.0001454136,0.9989063,0.0002302498],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007417003,0.0001879773,0.0005096968,0.0006385572,0.0001346472,0.0003527762,0.0002523698,0.002314863,0.995535],"genre_scores_gemma":[0.002847569,0.0003578393,0.0002373878,0.000327069,0.000236959,5.298959e-8,0.0006593323,0.007423459,0.9879103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.0454388,"threshold_uncertainty_score":0.9998563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04579161573741834,"score_gpt":0.2349233976877525,"score_spread":0.1891317819503341,"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."}}