{"id":"W7003833724","doi":"","title":"1006091.pdf","year":2015,"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":"Illinois Program for Research in the Humanities, University of Illinois at Urbana-Champaign; Walter Chapin Simpson Center for the Humanities, University of Washington; Division of Graduate Education; University of Illinois at Urbana-Champaign; University of Toronto; University of Minnesota; University of Southern California; University of Washington; York University; University of Pennsylvania; Andrew W. Mellon Foundation","keywords":"Manifesto; Conversation; Conceptualization; Scholarship; Expansive; Coursework; Higher education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001280576,0.0006331402,0.0005063598,0.003038884,0.001339761,0.009014403,0.001267956,0.001506591,0.8566214],"category_scores_gemma":[0.004567196,0.0003977161,0.0004332194,0.002720613,0.000769697,0.003844397,0.003126881,0.001447474,0.7813511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001555414,"about_ca_system_score_gemma":0.00160033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003161765,"about_ca_topic_score_gemma":0.005098601,"domain_scores_codex":[0.9991264,0.00007337113,0.00004391715,0.0001213832,0.0005530139,0.00008191279],"domain_scores_gemma":[0.9976549,0.0003582435,0.0001110096,0.0003642896,0.0009132779,0.0005982992],"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":[0.00002516341,0.00003900542,0.0001955238,0.0001107146,0.000002333922,0.00004544909,0.00007466246,0.00008056371,0.000321019,0.01160149,0.834734,0.1527701],"study_design_scores_gemma":[0.000003329422,0.000003769173,0.0002343911,0.00004897161,7.042833e-7,0.00003502695,0.00003407391,0.00004181114,0.0001486987,0.0008207635,0.9986249,0.000003614243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002916745,0.0004736327,0.00153132,0.001037743,0.0008092464,0.00006478304,0.006308115,0.002120559,0.987363],"genre_scores_gemma":[0.001280856,0.0003860183,0.0006171214,0.0002460987,0.0001390541,0.00003517271,0.004067815,0.001110632,0.9921172],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1433786,"threshold_uncertainty_score":0.2045121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009249093481226232,"score_gpt":0.272512488833182,"score_spread":0.2632633953519558,"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."}}