{"id":"W4381715993","doi":"10.1002/ieam.4783","title":"Implementing approaches to account for metal bioavailability in freshwaters: Current status and future directions","year":2023,"lang":"en","type":"article","venue":"Integrated Environmental Assessment and Management","topic":"Water Quality and Pollution Assessment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of British Columbia","funders":"","keywords":"Library science; Conceptualization; History; Computer 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01853525,0.002140525,0.002224656,0.001474445,0.0009830035,0.006581583,0.006309133,0.003223966,0.002237472],"category_scores_gemma":[0.01330458,0.0005639879,0.001684239,0.001971583,0.001877408,0.006662679,0.003931504,0.002330884,0.0006883787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002966609,"about_ca_system_score_gemma":0.01072603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05377661,"about_ca_topic_score_gemma":0.07499968,"domain_scores_codex":[0.9950782,0.00205061,0.000423839,0.0008204483,0.001324863,0.0003020085],"domain_scores_gemma":[0.9908727,0.00290396,0.001156378,0.0007652055,0.003953782,0.000347995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002708429,0.0009274672,0.1070664,0.004351638,0.001963742,0.0001526824,0.0008120249,0.1832388,0.01019049,0.04578763,0.008397696,0.6368405],"study_design_scores_gemma":[0.0002180033,0.0007652881,0.03240929,0.002262287,0.001335891,0.0002749496,0.003573074,0.6208925,0.01525777,0.2299421,0.09248433,0.0005844136],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0846756,0.04369261,0.8255045,0.02795272,0.001361659,0.0006844157,0.0008010205,0.001720563,0.01360698],"genre_scores_gemma":[0.3008706,0.03120381,0.6593429,0.002462412,0.000639345,0.0004141616,0.000560164,0.0002342614,0.004272317],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05377661,"threshold_uncertainty_score":0.1069272,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06483581693068179,"score_gpt":0.3034070918326577,"score_spread":0.2385712749019759,"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."}}