{"id":"W7003568102","doi":"","title":"Toronto - 107412","year":2008,"lang":"en","type":"other","venue":"OhioLink ETD Center (Ohio Library and Information Network)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Channel (broadcasting); Paddle; Work (physics); Factory (object-oriented programming)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003678825,0.001465027,0.0009299483,0.001372673,0.003347931,0.00409451,0.001072047,0.002541036,0.8683097],"category_scores_gemma":[0.0009927999,0.0007559634,0.0004749152,0.001977101,0.0009397482,0.00135944,0.001790247,0.001411254,0.6382508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006100187,"about_ca_system_score_gemma":0.004478316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1387133,"about_ca_topic_score_gemma":0.4487351,"domain_scores_codex":[0.9994825,0.00003580306,0.00002317566,0.0001700851,0.0001844516,0.000103934],"domain_scores_gemma":[0.9987445,0.0001593679,0.00005021734,0.0001503917,0.0004541804,0.0004412724],"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":[0.0003679669,0.00008687294,0.001241493,0.0006891094,0.00003139502,0.001230325,0.000399153,0.0004776354,0.005637729,0.01695525,0.8062313,0.1666518],"study_design_scores_gemma":[0.00002384902,0.00002435904,0.001731916,0.0001036537,0.000008953877,0.0001891095,0.00015582,0.0001186852,0.0008037618,0.0005704533,0.9962579,0.00001157863],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001720517,0.002256751,0.0005720427,0.0009674224,0.000445331,0.00004528871,0.008657474,0.0006600536,0.9846751],"genre_scores_gemma":[0.003212467,0.0009156097,0.0004110187,0.0002198294,0.00002565004,0.00001709142,0.002529687,0.0002146003,0.992454],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1387133,"threshold_uncertainty_score":0.2758119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004530991834175242,"score_gpt":0.2029301668024016,"score_spread":0.1983991749682263,"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."}}