{"id":"W7165431124","doi":"","title":"Seaweed aquaculture: the case of Laminaria digitata","year":2023,"lang":"el","type":"dissertation","venue":"University of Thessaly Institutional Repository (University of Thessaly)","topic":"Seaweed-derived Bioactive Compounds","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Laminaria digitata; Algae; Laminaria; Fishing; Productivity; Production (economics); Raw material; Product (mathematics)","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.0005084137,0.0005316755,0.0009822004,0.0001890731,0.002069541,0.00003871275,0.00234955,0.0006731034,0.0001631353],"category_scores_gemma":[0.0001439176,0.0003546193,0.0009992572,0.001243088,0.003008817,0.0006218955,0.0006450042,0.0005835381,0.00004128847],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002872101,"about_ca_system_score_gemma":0.0004271602,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04579817,"about_ca_topic_score_gemma":0.01007756,"domain_scores_codex":[0.9970154,0.0004809822,0.0004593878,0.0008135793,0.0008053467,0.0004252877],"domain_scores_gemma":[0.9954546,0.0009227761,0.001693697,0.0004912625,0.001239665,0.000197993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.01473018,0.005962574,0.01732371,0.003414929,0.01361786,0.01945173,0.05833085,0.002927903,0.7098254,0.08135962,0.01371604,0.05933924],"study_design_scores_gemma":[0.003214609,0.001659361,0.3593909,0.002424006,0.004413371,0.0009734232,0.5791876,0.001471035,0.01582288,0.002178211,0.02696893,0.0022957],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9795207,0.0003959111,0.00004607622,0.000679924,0.000800193,0.0005455118,0.0007857339,0.0000885598,0.01713743],"genre_scores_gemma":[0.9743862,0.0003131471,0.0001708954,0.00001260149,0.000107363,1.665942e-7,0.0005172094,0.000008528063,0.02448385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6940025,"threshold_uncertainty_score":0.9998906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278641301790053,"score_gpt":0.2042936254079333,"score_spread":0.1815072123900328,"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."}}