{"id":"W4200129379","doi":"10.1242/jcs.259567","title":"First person – Emma Lacroix","year":2021,"lang":"en","type":"article","venue":"Journal of Cell Science","topic":"Protein Structure and Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Biology; Selection (genetic algorithm); Cognitive science; Psychology; Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002372801,0.00004892374,0.00006668139,0.00002649185,0.00009292214,0.00003615491,0.0002366868,0.00003795678,0.00001892225],"category_scores_gemma":[0.00009768837,0.00003911545,0.00006031619,0.000151509,0.0001187975,0.000007642539,0.00005389141,0.00007221574,0.000002191803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001375198,"about_ca_system_score_gemma":0.0003182499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001649246,"about_ca_topic_score_gemma":0.00001062708,"domain_scores_codex":[0.9994347,0.00001033048,0.0001047701,0.0001110572,0.0002060535,0.0001330837],"domain_scores_gemma":[0.999443,0.000004255093,0.00010614,0.0001311976,0.0002318403,0.00008356832],"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":[0.000009692989,0.00001349775,0.0004195603,0.000005233051,0.000002613395,0.00003058453,0.00004570754,0.0001088003,0.9982193,0.00005169596,0.0005551076,0.0005381868],"study_design_scores_gemma":[0.0002142372,0.0001502108,0.002528575,0.00000974754,0.0000065534,0.0003046564,0.0001312985,0.0001151042,0.9667944,0.0001532421,0.02951803,0.00007394363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881822,0.0009103667,0.00315341,0.0003944396,0.0003036674,0.00001864939,0.000001247535,0.000001126637,0.007034936],"genre_scores_gemma":[0.9929498,0.0001340402,0.005553194,0.0001938856,0.0001872631,1.713116e-7,5.946096e-7,0.000003118931,0.0009779622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03142492,"threshold_uncertainty_score":0.1595082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006376459457865214,"score_gpt":0.2268425716603508,"score_spread":0.2204661122024856,"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."}}