{"id":"W7061880656","doi":"","title":"Scallop Aquaculture in the Gulf of Maine : Challenges, Opportunities, and Lessons Learned","year":2025,"lang":"en","type":"article","venue":"DigitalCommons (California Polytechnic State University)","topic":"Adaptive optics and wavefront sensing","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Aquaculture; Scallop; Hatchery; Production (economics); Mariculture","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":[0.000142893,0.0001726942,0.0002417309,0.0002933103,0.0001154011,0.00003567284,0.0002650421,0.00005041677,0.00001020501],"category_scores_gemma":[0.000006721517,0.0001454837,0.0000839083,0.0003807459,0.0002136389,0.0001240428,0.0001752427,0.0002062852,0.000002226859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003821324,"about_ca_system_score_gemma":0.00007541526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001728143,"about_ca_topic_score_gemma":0.0001103334,"domain_scores_codex":[0.9991592,0.00006100954,0.0001903969,0.000224061,0.000111808,0.0002534994],"domain_scores_gemma":[0.9993902,0.0001235463,0.00009898261,0.0002834459,0.00005063249,0.00005316538],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004668446,0.0001742251,0.001546156,0.00002051715,0.00009192991,0.00003265321,0.0003555592,0.00004103679,0.000125751,0.9093832,0.000516518,0.08766578],"study_design_scores_gemma":[0.001933732,0.0001157336,0.005701957,0.0003240058,0.0001252199,0.000004869631,0.03401329,0.0007991402,0.0003992589,0.04666573,0.9093443,0.0005727872],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1503388,0.0008516576,0.01440618,0.02224935,0.00005721678,0.0006643441,0.001547031,0.00009046118,0.809795],"genre_scores_gemma":[0.9972897,0.0003753232,0.0001791261,0.00005477667,0.000008899057,6.431018e-7,0.0000652021,0.000008588111,0.002017708],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9088278,"threshold_uncertainty_score":0.5932654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04596148747190394,"score_gpt":0.2491641817139148,"score_spread":0.2032026942420109,"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."}}