{"id":"W4385072862","doi":"10.1093/micmic/ozad067.267","title":"Using Combination of X-Ray 3D Tomography and FEG-SEM to Perform 3D-FIB Reconstruction in Identified Area to Investigate Effect of Mining Contamination on Scallop Shell Growth","year":2023,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Scallop; Materials science; Shell (structure); Contamination; Tomography; Composite material; Optics; Fishery; Biology; Physics; Ecology","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":[0.0004914536,0.0007795729,0.0004156966,0.001287404,0.0003529149,0.0007825717,0.0004632342,0.0009097058,0.003305552],"category_scores_gemma":[0.0004511461,0.0006653139,0.0004301971,0.0006849542,0.000384672,0.000435228,0.0005912221,0.000491548,0.0006791056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003063733,"about_ca_system_score_gemma":0.0006171489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002043322,"about_ca_topic_score_gemma":0.006550051,"domain_scores_codex":[0.9997194,0.00001409708,0.00002640885,0.00008730415,0.0001152892,0.00003740491],"domain_scores_gemma":[0.9996377,0.00007293472,0.00005532919,0.00008503092,0.0001336152,0.00001546155],"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":[0.00007295455,0.00006091199,0.007635978,0.0003822713,0.00005520217,0.0006041037,0.0001802205,0.006497347,0.9631729,0.0006085355,0.0006317819,0.02009789],"study_design_scores_gemma":[0.00003071643,0.0002527452,0.07111552,0.0001024902,0.0001175906,0.002772911,0.000445328,0.1391772,0.7749601,0.0007124574,0.01019327,0.000119754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6619301,0.001119238,0.3257787,0.0002808098,0.000104965,0.0002623452,0.002630722,0.002990201,0.00490298],"genre_scores_gemma":[0.5095555,0.0006303957,0.4859884,0.0001162332,0.00001518362,0.000192702,0.001283446,0.0003362568,0.001881982],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003305552,"threshold_uncertainty_score":0.01105815,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01926925155430492,"score_gpt":0.2780225540462666,"score_spread":0.2587533024919617,"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."}}