{"id":"W4394752911","doi":"10.1242/jcs.262136","title":"First person – Maria Sharkova","year":2024,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Retinal Development and Disorders","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000424951,0.00005167462,0.00005045102,0.00007206284,0.00006901619,0.00009221763,0.0002494674,0.00002671245,0.00005993152],"category_scores_gemma":[0.00004858859,0.00003827237,0.00005724928,0.0001951481,0.0001065976,0.00001224926,0.00003578547,0.00006154618,0.00001586291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001363094,"about_ca_system_score_gemma":0.0002638867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001413231,"about_ca_topic_score_gemma":0.000002025705,"domain_scores_codex":[0.9994209,0.000005863757,0.0001077135,0.0001156588,0.0002213131,0.0001284812],"domain_scores_gemma":[0.9997391,0.000006221647,0.00004568108,0.00006346951,0.00007457133,0.00007093608],"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":[0.0000266728,0.0000184994,0.001102671,0.00002762082,0.000006744659,0.00002504981,0.0001612035,0.00003308579,0.9800003,0.0000938972,0.01657953,0.001924712],"study_design_scores_gemma":[0.0003827537,0.000570368,0.0152671,0.0001100853,0.00002264244,0.0002242923,0.0004912904,0.000691735,0.4982243,0.0002905441,0.4834487,0.0002762166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647598,0.002536256,0.0009890229,0.0009149596,0.000771835,0.00003318369,6.697678e-7,0.000003500095,0.02999074],"genre_scores_gemma":[0.9959504,0.0003048115,0.001399836,0.00008115434,0.0001278546,3.002139e-7,5.483843e-7,0.000003900488,0.002131203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.481776,"threshold_uncertainty_score":0.1560702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007510450235312352,"score_gpt":0.2339675404792362,"score_spread":0.2264570902439239,"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."}}