{"id":"W7003680365","doi":"","title":"9783111519791.pdf","year":2024,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ethnography; Work (physics); Natural (archaeology); Doors; Value (mathematics); Sense of place","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002689972,0.0003715182,0.0002831268,0.0001590693,0.00007617537,0.0002481645,0.0006942676,0.0003059728,0.5498719],"category_scores_gemma":[0.000056028,0.0002920578,0.0002750525,0.0002206046,0.0001560945,0.000005250123,0.0003787375,0.0002513874,0.9118199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003360805,"about_ca_system_score_gemma":0.0001016995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001689982,"about_ca_topic_score_gemma":0.0003468763,"domain_scores_codex":[0.9983936,0.00008754139,0.0002875991,0.00069568,0.0002630806,0.0002725095],"domain_scores_gemma":[0.9984416,0.00001204043,0.0002133618,0.001208274,0.000059919,0.00006478924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000826717,0.00003094463,0.00001674537,0.00004879485,0.0004038948,0.000008536693,0.000009960533,4.324699e-7,0.008777595,0.00012937,0.261813,0.7287524],"study_design_scores_gemma":[0.00009814643,0.00004724058,0.00001066352,0.00006382893,0.0002453536,0.00001649087,0.00001510303,0.00001037956,0.006963716,0.0003668644,0.9918065,0.0003556955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002444976,0.00005257042,0.001193218,0.0003697423,0.0001893371,0.0004458793,1.472452e-8,0.0001570479,0.9975677],"genre_scores_gemma":[0.00120774,0.0006987586,0.0007867535,0.0006484107,0.001163651,0.0001289987,0.001399106,0.0005685342,0.9933981],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7299935,"threshold_uncertainty_score":0.9999532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006832883764128194,"score_gpt":0.2724076590289642,"score_spread":0.265574775264836,"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."}}