{"id":"W4385072487","doi":"10.1093/micmic/ozad067.1066","title":"What Does a Microscopist Look Like? An Exploration of Vintage Ads and Brochures in Microscopy and Microanalysis","year":2023,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vintage; Microanalysis; Chemistry; History; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007154898,0.0005572946,0.001081235,0.001538045,0.000447657,0.0007176018,0.0003588353,0.000259043,0.0001746481],"category_scores_gemma":[0.00009788679,0.0004783416,0.0002484141,0.002291917,0.001011376,0.002089194,0.0003166601,0.0003043482,0.00003299266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006196334,"about_ca_system_score_gemma":0.00005875282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005656873,"about_ca_topic_score_gemma":0.001888847,"domain_scores_codex":[0.9960755,0.0004298261,0.0009891127,0.001529355,0.0003197855,0.0006564929],"domain_scores_gemma":[0.9984149,0.0001209451,0.0003836425,0.0006837304,0.00009766682,0.0002991458],"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":[0.0001089861,0.0001579542,0.008495083,0.0001185272,0.00005007219,0.00002461684,0.005098431,0.00002177981,0.980507,0.00004043955,0.0001227506,0.005254424],"study_design_scores_gemma":[0.001758646,0.0002196941,0.006111716,0.0002966464,0.0008720242,0.00004994295,0.01700249,0.002061597,0.9677962,0.0007141474,0.002141026,0.0009758851],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957682,0.002084075,0.0006983929,0.0008114605,0.0001240168,0.0002811954,0.0001015743,0.00009822745,0.00003281867],"genre_scores_gemma":[0.9719277,0.02381645,0.001171571,0.0008416832,0.00003912864,0.00003745125,0.00009998395,0.00005645058,0.002009568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02384052,"threshold_uncertainty_score":0.9997668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02671296892281064,"score_gpt":0.3142333059086944,"score_spread":0.2875203369858837,"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."}}