{"id":"W4405412282","doi":"10.1615/interjalgae.v27.i1.60","title":"Freshwater Eukaryotic and Prokaryotic Microalgae as a Source of Compounds with Anticancer Activities. Pt 2: Bioprospecting Species from Natural Freshwater Habitats and Extreme Environments","year":2024,"lang":"en","type":"article","venue":"International Journal on Algae","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University; Laurentian University","funders":"","keywords":"Bioprospecting; Habitat; Extreme environment; Ecology; Biology; Bacteria","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001320696,0.0002210674,0.0002165936,0.0001900879,0.0001132477,0.0002021628,0.0001616339,0.00008910216,0.0003447633],"category_scores_gemma":[0.00001829512,0.0001481018,0.00005881079,0.00005626476,0.0003069802,0.0003276875,0.00007093712,0.0004475117,0.0000242776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001167985,"about_ca_system_score_gemma":0.00002232676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002510959,"about_ca_topic_score_gemma":0.0002224148,"domain_scores_codex":[0.9987363,0.00004576913,0.0002938145,0.0003584033,0.0003591086,0.000206651],"domain_scores_gemma":[0.9995518,0.0001005709,0.0001341114,0.0001001297,0.00004468122,0.00006865464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002443687,0.0002800124,0.1252715,0.0000590528,0.001977814,0.0005742584,0.002429805,0.0001063143,0.8426206,0.004186005,0.0008097671,0.01924123],"study_design_scores_gemma":[0.004008961,0.001927502,0.488902,0.001871603,0.0003100579,0.005314481,0.001101418,0.003572798,0.4297421,0.02460391,0.03738179,0.001263396],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941419,0.00183074,0.0001224248,0.00198254,0.001164992,0.00009286273,0.00003128313,0.00003261183,0.0006006265],"genre_scores_gemma":[0.9950562,0.000248666,0.0006732758,0.0002961769,0.0007021506,0.000003073116,0.00004117232,0.00002348343,0.002955768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4128785,"threshold_uncertainty_score":0.6039416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01235761300482051,"score_gpt":0.2278629756688376,"score_spread":0.215505362664017,"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."}}