{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001113566,0.000474882,0.0004140062,0.0006820096,0.004548092,0.000108699,0.002108026,0.0006276682,0.00008322173],"category_scores_gemma":[0.0001457277,0.000503048,0.0005466842,0.001348492,0.001711729,0.00008846254,0.002079992,0.0008614608,0.0002300675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001416184,"about_ca_system_score_gemma":0.0008417242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005470082,"about_ca_topic_score_gemma":0.0006537233,"domain_scores_codex":[0.9951078,0.001655803,0.0003068835,0.001203457,0.0009012043,0.0008247979],"domain_scores_gemma":[0.9967035,0.000238678,0.0002664413,0.001644592,0.0007441163,0.0004026582],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004186981,0.001163232,0.0003559971,0.0002065169,0.002536337,0.7424202,0.00007010685,0.004172773,0.2338361,0.005204234,0.004234379,0.001613157],"study_design_scores_gemma":[0.001045536,0.0003817973,0.001110986,0.00007060015,0.0004426627,0.0244026,0.00102398,0.0009339282,0.04869447,0.00007874027,0.9211716,0.0006430647],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8289119,0.0003763313,0.004246414,0.0004738058,0.0002065263,0.0003797746,0.00002814415,0.00009459527,0.1652825],"genre_scores_gemma":[0.8314795,0.0006127505,0.0001285552,0.0001150274,0.0003957351,4.005659e-7,0.0001518846,0.00002821154,0.1670879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9169372,"threshold_uncertainty_score":0.9997421,"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."}}