{"id":"W7004710826","doi":"","title":"Research Paradigms","year":2014,"lang":"pt","type":"article","venue":"The Institutional Repository at DePaul University (DePaul University)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Context (archaeology); Set (abstract data type); Key (lock); Focus (optics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07310624,0.001288297,0.001306377,0.003483419,0.00409134,0.01005651,0.003917833,0.005194816,0.05414671],"category_scores_gemma":[0.1085319,0.0006585091,0.001337616,0.004294855,0.008472743,0.007892223,0.005371603,0.005717311,0.01447879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005461592,"about_ca_system_score_gemma":0.01489242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002031573,"about_ca_topic_score_gemma":0.002663941,"domain_scores_codex":[0.9437367,0.03959354,0.002863229,0.007299067,0.005088514,0.001418985],"domain_scores_gemma":[0.91164,0.04831688,0.00500311,0.01806998,0.01228614,0.004683838],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003856562,0.0001769142,0.001802654,0.0025966,0.0000978853,0.0002048644,0.006210414,0.000243648,0.0003891423,0.8057434,0.09351148,0.08863737],"study_design_scores_gemma":[0.0002396447,0.0002144812,0.001132541,0.004837651,0.0000952253,0.0002966009,0.005653617,0.0003617475,0.000322471,0.3547708,0.6320391,0.00003623307],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008860383,0.0269549,0.1538203,0.1621014,0.0207539,0.01329103,0.005434304,0.0005852241,0.6081986],"genre_scores_gemma":[0.2095441,0.04237422,0.2883243,0.1435652,0.01687306,0.1487427,0.007011024,0.0007325245,0.1428329],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07310624,"threshold_uncertainty_score":0.3866274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01524416278253583,"score_gpt":0.2413734566021141,"score_spread":0.2261292938195782,"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."}}