{"id":"W4402956543","doi":"10.5376/ija.2024.14.0013","title":"Exploring Algal Germplasm Diversity: Strategies for Conservation and Sustainable Utilization","year":2024,"lang":"en","type":"article","venue":"International Journal of Aquaculture","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Germplasm; Biodiversity; Diversity (politics); Agroforestry; Environmental science; Ecology; Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.005210181,0.000380297,0.0006014738,0.00192397,0.001242664,0.0036201,0.0009400222,0.0006809235,0.00216287],"category_scores_gemma":[0.003671281,0.000147823,0.0002620122,0.002697802,0.001127059,0.003327744,0.002429783,0.001062643,0.0003642908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001097714,"about_ca_system_score_gemma":0.002956369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0013853,"about_ca_topic_score_gemma":0.00394804,"domain_scores_codex":[0.9988359,0.0005151802,0.00007143771,0.0002033635,0.0002825265,0.00009162222],"domain_scores_gemma":[0.9978414,0.0007579728,0.0004329624,0.0002121207,0.0004297742,0.0003257371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001635302,0.0001737612,0.03484147,0.001519813,0.0001270085,0.0005760491,0.002062437,0.002017599,0.05685576,0.02887335,0.005762989,0.8670262],"study_design_scores_gemma":[0.00009978709,0.00117225,0.1458685,0.003658098,0.0004784768,0.002274813,0.01671848,0.006020831,0.03427333,0.1719784,0.6172568,0.0002002759],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4997025,0.1521284,0.2300269,0.05430223,0.000891537,0.000733769,0.002244623,0.0004749208,0.05949515],"genre_scores_gemma":[0.7581213,0.06162852,0.1679341,0.003681571,0.0003779355,0.0004648592,0.001903529,0.00008807847,0.005800064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005210181,"threshold_uncertainty_score":0.02755439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09533219978441299,"score_gpt":0.2992567499592544,"score_spread":0.2039245501748415,"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."}}