{"id":"W4396865947","doi":"10.1007/s43630-024-00583-w","title":"Fly into the light: eliminating Drosophila melanogaster with chlorophyllin-based Photodynamic Inactivation","year":2024,"lang":"en","type":"article","venue":"Photochemical & Photobiological Sciences","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Suncor Energy (Canada)","funders":"Universität Salzburg","keywords":"Chlorophyllin; Photosensitizer; Drosophila melanogaster; Sucrose; Biophysics; Chemistry; Food science; Biology; Biochemistry; Photochemistry; Botany; Chlorophyll; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008502499,0.0003514755,0.0001064627,0.0001212834,0.00007553262,0.000139547,0.0001773128,0.0002216735,0.0008633692],"category_scores_gemma":[0.0000456538,0.00007702452,0.0002125598,0.00006036664,0.0001011714,0.0001162028,0.0001357334,0.0002579489,0.0001716694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001880687,"about_ca_system_score_gemma":0.00009298805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005651179,"about_ca_topic_score_gemma":0.000865406,"domain_scores_codex":[0.9999335,0.000008974682,0.000004713925,0.00001715302,0.00002351993,0.00001212964],"domain_scores_gemma":[0.9999603,0.000005426574,0.00001638244,0.000004833137,0.000005986323,0.000007116953],"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":[0.00001856612,0.000009994974,0.000118654,0.00002408477,0.000002393177,0.000008307766,0.000003781827,0.00002184353,0.9990082,0.00001798195,0.00002221985,0.0007439597],"study_design_scores_gemma":[0.000004540118,0.000174214,0.002509588,0.000004239062,0.000006878649,0.00004871071,0.000006883748,0.0002654694,0.9960174,0.000007876743,0.0009520832,0.000002041553],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928839,0.001042457,0.00412563,0.00007892861,0.00001795479,0.0000668197,0.0003120601,0.0001082783,0.001363907],"genre_scores_gemma":[0.9916342,0.000615137,0.004573831,0.00006222245,0.000004216119,0.00003454408,0.0003674738,0.00002196819,0.002686343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008633692,"threshold_uncertainty_score":0.002888262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992698184769952,"score_gpt":0.2638158091584721,"score_spread":0.2438888273107726,"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."}}