{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003820846,0.0005096265,0.0003330688,0.001524461,0.00035363,0.0007677908,0.0003869626,0.0006425342,0.0006129356],"category_scores_gemma":[0.0002905243,0.0001734379,0.0004140648,0.0009460449,0.000456565,0.0005474944,0.0005521844,0.0004016608,0.0002566644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006387046,"about_ca_system_score_gemma":0.0005396517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005020721,"about_ca_topic_score_gemma":0.01397769,"domain_scores_codex":[0.999384,0.00005840322,0.00003276314,0.0001782774,0.0002931819,0.00005333861],"domain_scores_gemma":[0.9997228,0.0000267464,0.00009748277,0.0000149857,0.0001102828,0.00002770253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001048995,0.00006115566,0.01999109,0.0004005547,0.00004953032,0.00009056729,0.00009503562,0.0003981722,0.9568953,0.0001224404,0.00008409257,0.02170716],"study_design_scores_gemma":[0.00001927074,0.002030918,0.4041446,0.0002032897,0.0002595081,0.001081273,0.001507808,0.009852907,0.5664668,0.0009985096,0.01330279,0.0001323964],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9418534,0.005679116,0.03976712,0.0002263823,0.00005042502,0.0003758786,0.004361961,0.0002207513,0.007465061],"genre_scores_gemma":[0.9133888,0.009917058,0.06624657,0.0003941504,0.00004228453,0.0005461836,0.003235483,0.00003123402,0.006198179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005020721,"threshold_uncertainty_score":0.009982944,"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."}}