{"id":"W4323656100","doi":"10.1242/jeb.245722","title":"ECR Spotlight – Luke Flewwelling","year":2023,"lang":"en","type":"article","venue":"Journal of Experimental Biology","topic":"Adipose Tissue and Metabolism","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Diversity (politics); Selection (genetic algorithm); Graduate students; Physiology; Biology; Psychology; Medical education; Medicine; Sociology; Computer science; Anthropology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002736287,0.0005838973,0.000459779,0.001143328,0.001666598,0.002732905,0.0007612079,0.001782218,0.1566467],"category_scores_gemma":[0.008882963,0.0003233314,0.000229104,0.0007551785,0.0008266817,0.002299029,0.001828269,0.002723525,0.0766489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001716104,"about_ca_system_score_gemma":0.002507075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003796619,"about_ca_topic_score_gemma":0.008628718,"domain_scores_codex":[0.9979014,0.0003459246,0.00006362312,0.0003687889,0.001099101,0.0002211438],"domain_scores_gemma":[0.9923185,0.001022765,0.000309794,0.0003018993,0.003028564,0.003018447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003433476,0.00001269658,0.00006608031,0.00003168368,0.000001221996,0.0001397038,0.0001397191,0.00001818934,0.0006605685,0.0008442235,0.9810717,0.01697996],"study_design_scores_gemma":[0.000002178285,0.00001098006,0.0001645834,0.00003134564,3.963162e-7,0.0001606456,0.0001724464,0.00002047536,0.0001518238,0.0001216833,0.9991566,0.000006853921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01554161,0.04987705,0.006967412,0.3611272,0.1227003,0.0003048754,0.002966701,0.004223298,0.4362916],"genre_scores_gemma":[0.01599767,0.00448298,0.00120012,0.02072928,0.004845813,0.00008154779,0.0005288596,0.001220336,0.9509134],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1566467,"threshold_uncertainty_score":0.5240353,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03378615453869462,"score_gpt":0.3520192104579827,"score_spread":0.3182330559192881,"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."}}