{"id":"W7003403721","doi":"","title":"","year":2022,"lang":"fr","type":"other","venue":"Directory of Open access Books (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":"Modernization theory; Vision; Politics; Capitalism; Poverty; Quarter (Canadian coin); Colonialism","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","scholarly_communication","open_science","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science"],"category_scores_codex":[0.002000288,0.001531505,0.002313895,0.0009932177,0.0008854889,0.003624052,0.01520842,0.0005164294,0.2898268],"category_scores_gemma":[0.0007576518,0.001853486,0.001068137,0.0009083358,0.00122313,0.0004302307,0.02074454,0.0008396009,0.0003096227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006235297,"about_ca_system_score_gemma":0.001638032,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007545786,"about_ca_topic_score_gemma":0.008743721,"domain_scores_codex":[0.9908375,0.001636903,0.002317203,0.003052507,0.001130148,0.001025804],"domain_scores_gemma":[0.9909241,0.0002025411,0.00371484,0.00395991,0.0007892394,0.0004093415],"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":[0.001173132,0.002272662,0.07860692,0.0009318446,0.0059145,0.0001050205,0.0002578137,0.0002040007,0.2890791,0.01315269,0.0394632,0.5688391],"study_design_scores_gemma":[0.001320048,0.0003595884,0.01009587,0.0001826612,0.0006937949,0.00002100364,0.0001298422,0.00004525816,0.1452384,0.0004619499,0.8398178,0.001633759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0381169,0.002353296,0.001861916,0.0005514949,0.0004948695,0.004913584,0.00001952323,0.0001106031,0.9515778],"genre_scores_gemma":[0.1301989,0.003795347,0.003687195,0.001956203,0.0006882016,0.002095909,0.00965273,0.001012032,0.8469135],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8003546,"threshold_uncertainty_score":0.9997433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03623295877743923,"score_gpt":0.3830439093974575,"score_spread":0.3468109506200182,"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."}}