{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001784103,0.003478731,0.001929806,0.002358431,0.001230395,0.004569705,0.005989819,0.002822389,0.5835932],"category_scores_gemma":[0.007364291,0.00270296,0.002755028,0.002454802,0.0006114793,0.005181163,0.005888866,0.002970134,0.6757979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001422946,"about_ca_system_score_gemma":0.001304516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01186427,"about_ca_topic_score_gemma":0.01378913,"domain_scores_codex":[0.9986091,0.0001521132,0.00008050838,0.0003015673,0.0005911909,0.000265539],"domain_scores_gemma":[0.9981843,0.0002890816,0.0000694524,0.0005977065,0.0006651635,0.0001942233],"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":[0.00009489415,0.00001726442,0.0001861829,0.0002926555,0.0000258018,0.00001966255,0.00004441224,0.0004102546,0.000353645,0.0007334502,0.9888826,0.008939152],"study_design_scores_gemma":[0.00009792916,0.00002023208,0.0005737733,0.00009253858,0.00002358009,0.00005917732,0.00003810601,0.001811382,0.002983161,0.003650186,0.9905614,0.00008853721],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0004297965,0.0002255144,0.01650694,0.0003355744,0.0003218465,0.0001340906,0.2412357,0.6964883,0.0443222],"genre_scores_gemma":[0.005308969,0.0002079856,0.01534751,0.0007914412,0.0001126168,0.0004685386,0.3682287,0.570623,0.03891131],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5835932,"threshold_uncertainty_score":0.5939537,"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."}}