{"id":"W4253149630","doi":"10.1242/jcs.218008","title":"First person – Emily Herman","year":2018,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Photosynthetic Processes and Mechanisms","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biology; Identification (biology); Library science; Ecology; Computer science","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":[0.0004034015,0.00005422776,0.00006373098,0.00003957437,0.0001332126,0.0000285226,0.00038313,0.000031935,0.00003584618],"category_scores_gemma":[0.00006281934,0.00004105581,0.00004432152,0.0001215443,0.0002279529,0.000008878845,0.00004508242,0.00004761055,0.00001031325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000112303,"about_ca_system_score_gemma":0.0002012414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002072368,"about_ca_topic_score_gemma":0.000005009636,"domain_scores_codex":[0.9993933,0.000005724992,0.000106757,0.0001142981,0.0002159444,0.0001639066],"domain_scores_gemma":[0.9993975,0.000003130382,0.0001314367,0.0001201129,0.0002367737,0.0001110372],"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":[0.00001651398,0.00002120686,0.0000195311,0.000004337794,0.000001540307,0.0000025666,0.00009065871,0.000002289334,0.999095,0.00002176748,0.0003578694,0.0003667299],"study_design_scores_gemma":[0.0001389859,0.0005498442,0.0001147438,0.00001247225,0.000004826071,0.00009043671,0.0001232862,0.00006371096,0.9657194,0.00009003495,0.03303603,0.00005625226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860091,0.0001205008,0.002919774,0.0001661874,0.0003536492,0.00002423549,7.153803e-7,0.000001541657,0.01040428],"genre_scores_gemma":[0.9976328,0.00007821364,0.001189406,0.0002300944,0.0003224895,3.168427e-7,1.258453e-7,0.00000405105,0.0005424884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03337562,"threshold_uncertainty_score":0.1674207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008147442130259445,"score_gpt":0.2394957987274229,"score_spread":0.2313483565971634,"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."}}