{"id":"W4388783402","doi":"10.1111/jpy.13400","title":"<i>Phaeodactylum tricornutum</i>: An established model species for diatom molecular research and an emerging chassis for algal synthetic biology","year":2023,"lang":"en","type":"article","venue":"Journal of Phycology","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Fondation Bettencourt Schueller; Agence Nationale de la Recherche; Gordon and Betty Moore Foundation","keywords":"Phaeodactylum tricornutum; Diatom; Biology; Synthetic biology; Ecology; Algae; Computational biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.004638321,0.0001494887,0.0004904073,0.000720564,0.0004631214,0.0002464298,0.0006872999,0.000159388,0.0001210421],"category_scores_gemma":[0.001033803,0.0001222705,0.0001177621,0.0003219165,0.0004296587,0.0005279216,0.0002241791,0.0002492841,0.000005602311],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005784336,"about_ca_system_score_gemma":0.0002786448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002414026,"about_ca_topic_score_gemma":0.00002098149,"domain_scores_codex":[0.9976461,0.0002982698,0.0004899769,0.0003805868,0.0003313138,0.0008537869],"domain_scores_gemma":[0.9976438,0.0007268378,0.0002696185,0.0003134959,0.0007457802,0.0003004434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005247754,0.0002447518,0.0005147338,0.00007391543,0.00003037927,0.00003724333,0.0003542288,0.0004192953,0.980251,0.01200782,0.001211077,0.004330784],"study_design_scores_gemma":[0.009987712,0.01894961,0.008690326,0.0001085047,0.0001778924,0.0002057966,0.003636075,0.2542064,0.4233668,0.2643894,0.01525734,0.001024063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890398,0.0001379513,0.00798349,0.001670627,0.0004366787,0.0004433681,0.0001054099,0.00002440348,0.0001582615],"genre_scores_gemma":[0.9942316,0.0001108028,0.004824162,0.00006337141,0.0004690243,0.0000923454,0.00001141153,0.00003841064,0.0001588908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5568841,"threshold_uncertainty_score":0.4986048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.118975397586559,"score_gpt":0.4285173574393214,"score_spread":0.3095419598527624,"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."}}