{"id":"W4413303099","doi":"10.1007/978-3-662-71869-8_2","title":"Mengen","year":2025,"lang":"ca","type":"book-chapter","venue":"","topic":"Physics and Engineering Research Articles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007580785,0.0003347904,0.0002994288,0.0001558535,0.00004973469,0.00007085958,0.0002418443,0.0001723895,0.003407337],"category_scores_gemma":[0.00001314922,0.0003469179,0.0001636176,0.00004604649,0.00003308346,0.00006890382,0.0000881921,0.0004186357,0.001367692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007326542,"about_ca_system_score_gemma":0.0000387836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003260318,"about_ca_topic_score_gemma":0.00001253839,"domain_scores_codex":[0.9988698,0.000003005761,0.0002256614,0.0002428402,0.0002407345,0.00041792],"domain_scores_gemma":[0.9992636,0.00007779232,0.00001333778,0.0004175311,0.00005176813,0.0001759007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004847635,0.00000838026,0.000006653798,0.0004699921,0.0005341283,0.00003032168,0.00002842985,0.0130911,0.0009999436,0.637782,0.0105963,0.3364479],"study_design_scores_gemma":[0.0004252435,0.00007931644,0.000221249,0.0006950335,0.0001246176,0.000002587096,0.00001013648,0.2400143,0.002507204,0.2289505,0.5257962,0.001173582],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002825238,0.001625309,0.002499165,0.0001476226,0.0003581557,0.0001627351,0.00005214191,0.0002963185,0.994576],"genre_scores_gemma":[0.6352233,0.003856046,0.001759286,0.00006006581,0.0004757428,0.00001004914,0.00004489523,0.0001083615,0.3584622],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6361138,"threshold_uncertainty_score":0.9998983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01093678005451468,"score_gpt":0.2149850387064995,"score_spread":0.2040482586519848,"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."}}