{"id":"W7054894548","doi":"","title":"ASSESSMENT OF PETROLEUM HYDROCARBON CONTAMINATION IN TERRESTRIAL ECOSYSTEMS USING CONVENTIONAL AND NOVEL APPROACHES","year":2023,"lang":"en","type":"other","venue":"QSpace (Queen's University Library)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Exclosure; Microfauna; Risk assessment; Fusible alloy; Dichlorofluorescein","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003511196,0.0001633579,0.0002546124,0.0004539564,0.0000218493,0.00002022644,0.0001227438,0.0001895685,0.00004705862],"category_scores_gemma":[0.00000185597,0.000200325,0.00005177151,0.0002284699,0.00003862975,0.0002070019,0.00005405748,0.000149491,0.000002520034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039065,"about_ca_system_score_gemma":0.00006525309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002877678,"about_ca_topic_score_gemma":0.0002812816,"domain_scores_codex":[0.9993783,0.00003314655,0.00012417,0.0002061233,0.0001286643,0.0001296509],"domain_scores_gemma":[0.9996589,0.00004618485,0.00009926639,0.000141482,0.000002460736,0.00005167958],"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":[0.000103963,0.0008207599,0.07730503,0.002903737,0.001545565,0.0001480441,0.0003979244,0.02771538,0.001054373,0.09692159,0.7906356,0.0004480298],"study_design_scores_gemma":[0.00802869,0.0001398487,0.0338788,0.00232811,0.000383916,0.000002009228,0.001386393,0.3273498,0.000885498,0.0002072802,0.6235257,0.001883945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07913311,0.0001803688,0.1132968,0.005509058,0.001963266,0.004185347,0.002051255,0.005240595,0.7884402],"genre_scores_gemma":[0.6833525,0.000178586,0.003420788,0.00000406316,0.0001832137,0.000006044174,0.000321429,0.000458998,0.3120744],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6042194,"threshold_uncertainty_score":0.8169017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01899282790886561,"score_gpt":0.1967978299861977,"score_spread":0.1778050020773321,"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."}}