{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002295555,0.0003376326,0.000205681,0.0007111724,0.0006511574,0.001174807,0.0003088238,0.0007313706,0.001105429],"category_scores_gemma":[0.0002023852,0.0000735186,0.0002847502,0.0007642213,0.0005996324,0.0009109375,0.001057162,0.0003713763,0.0004339104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007106815,"about_ca_system_score_gemma":0.0004576408,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002912519,"about_ca_topic_score_gemma":0.005846745,"domain_scores_codex":[0.9998727,0.00002843965,0.000009768487,0.0000225928,0.00002155213,0.00004493148],"domain_scores_gemma":[0.9999255,0.00001704817,0.00002310484,0.000005251124,0.00001322813,0.00001585546],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0009406193,0.0003870455,0.06558426,0.003427366,0.0001108128,0.1195138,0.01329898,0.003157808,0.187877,0.03472018,0.004397294,0.5665849],"study_design_scores_gemma":[0.00002422411,0.001937041,0.1242176,0.001733863,0.000202651,0.0727198,0.02992178,0.002490232,0.03718486,0.009535804,0.7199188,0.0001134502],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7967671,0.100503,0.003004681,0.004164428,0.0003858709,0.00007536418,0.0001158586,0.0000382016,0.09494551],"genre_scores_gemma":[0.8951857,0.0662264,0.007708494,0.001116298,0.0002566931,0.00002483082,0.00007267632,0.000007912972,0.02940099],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002912519,"threshold_uncertainty_score":0.005791128,"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."}}