{"id":"W4407741796","doi":"10.1039/d5fd00023h","title":"Investigating temperature influences on shell growth and microstructural variations in bay scallops: insights from multiscale microscopy","year":2025,"lang":"en","type":"article","venue":"Faraday Discussions","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; McGill University","keywords":"Bay; Shell (structure); Salinity; Temperature salinity diagrams; Scallop; Oceanography; Environmental science; Geology; Fishery; Materials science; Biology; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00006484867,0.0001931057,0.0002051207,0.0001919035,0.0003632992,0.0002395723,0.0001470482,0.0001528532,0.0001019956],"category_scores_gemma":[0.0002302725,0.0001324375,0.0000390156,0.0004655313,0.0001944899,0.0003141355,0.0001033627,0.0002101719,0.00001203169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005475054,"about_ca_system_score_gemma":0.00008004497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002963207,"about_ca_topic_score_gemma":0.0004518192,"domain_scores_codex":[0.9986786,0.0001426405,0.0003617336,0.000441005,0.0001701427,0.0002059278],"domain_scores_gemma":[0.9994563,0.0001204259,0.00008233568,0.0001894179,0.00004861752,0.000102871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00000904179,0.00003729925,0.00640894,0.00001657091,0.000003098964,0.000001582985,0.001148149,0.00006769469,0.9848291,0.007123185,0.0003118649,0.00004341507],"study_design_scores_gemma":[0.001208831,0.0000389885,0.3102848,0.0008058845,0.00002420573,0.000002077682,0.0009279227,0.001272618,0.6694621,0.01486414,0.000712064,0.0003964035],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960365,0.0001533921,0.0001128421,0.001852334,0.0004851513,0.0002438636,0.0001934526,0.00007277066,0.0008497148],"genre_scores_gemma":[0.9960133,0.00002202403,0.002310489,0.001133635,0.00005145003,0.00002879606,0.0001729587,0.00001133945,0.0002559418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.315367,"threshold_uncertainty_score":0.5400645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00690923306474448,"score_gpt":0.2527990364297394,"score_spread":0.245889803364995,"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."}}