{"id":"W2804447071","doi":"10.5771/9783956504211-392","title":"Photography as a legitimate technique for domain analysis in Knowledge Organization","year":2018,"lang":"en","type":"book-chapter","venue":"Ergon Verlag eBooks","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Photography; Domain (mathematical analysis); Domain knowledge; Computer science; Knowledge management; Visual arts; Art; Mathematics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000247646,0.0003209624,0.0004201605,0.0004202975,0.00007689673,0.00002674347,0.0002751859,0.0009648991,0.0001351562],"category_scores_gemma":[0.00007097797,0.0003080931,0.0002944789,0.0001004727,0.0002781149,0.000001135543,0.0001268878,0.0001570455,0.00003083416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003063336,"about_ca_system_score_gemma":0.0001400533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001177046,"about_ca_topic_score_gemma":0.0002277307,"domain_scores_codex":[0.9986839,0.00002698972,0.0003334078,0.0005791099,0.0001121896,0.0002643547],"domain_scores_gemma":[0.9991008,0.00002486804,0.0001712898,0.0004428858,0.000180549,0.00007959302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002448599,0.0005572021,0.0009647828,0.00141602,0.01071104,0.0001518884,0.003666776,0.000008899262,0.7368637,0.05433586,0.1176255,0.07124972],"study_design_scores_gemma":[0.0006674641,0.000705821,0.00005629202,0.0001382253,0.0003527296,0.0000124888,0.00004426053,0.000006646252,0.08523262,0.009324976,0.902837,0.000621425],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01147331,0.001152378,0.05550708,0.00005513196,0.0004989899,0.002059055,0.0002859793,0.0001863929,0.9287817],"genre_scores_gemma":[0.1156514,0.0003307822,0.02347444,0.0005722902,0.001376616,0.0006453524,0.00317764,0.0003714113,0.8544001],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7852116,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104030862599292,"score_gpt":0.2637859828262613,"score_spread":0.2527456742002683,"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."}}