{"id":"W6948494903","doi":"10.48660/10060089","title":"Panel Discussion","year":2010,"lang":"en","type":"other","venue":"PIRSA","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Panel discussion; Panel data; Term (time); Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005159078,0.0001588631,0.0001464125,0.00006628478,0.00001581981,0.00001487825,0.0002080586,0.0004518561,0.001472846],"category_scores_gemma":[0.0000253334,0.0001047569,0.0001171689,0.00003624019,0.00004682695,3.893723e-7,0.0001286354,0.0001437024,0.0001211607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003320918,"about_ca_system_score_gemma":0.00001988626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007414555,"about_ca_topic_score_gemma":0.0004156325,"domain_scores_codex":[0.9993739,0.00001714472,0.00008962604,0.0003079332,0.00008334943,0.0001280881],"domain_scores_gemma":[0.9992393,0.000001138201,0.00008503411,0.0006159835,0.00001414205,0.00004440462],"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":[0.000001839644,0.00001835544,0.00005452184,0.000009449452,0.00002945769,0.000002472966,0.000002198282,1.300743e-8,0.2522192,0.000003201515,0.7384825,0.009176834],"study_design_scores_gemma":[0.00005406923,0.0000215614,0.00001680892,0.00001659409,0.00003221997,0.000002471486,0.000002492665,0.00000107453,0.09048188,0.00001768407,0.9091914,0.0001616944],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001167157,0.0006880134,0.001332137,0.00008981781,0.00006584606,0.0001304846,0.00001023883,0.0001066033,0.9974601],"genre_scores_gemma":[0.002890965,0.0004913246,0.001525216,0.0001599663,0.0007672595,0.00001798026,0.0004392717,0.0002723662,0.9934356],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.170709,"threshold_uncertainty_score":0.99944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008708050119731867,"score_gpt":0.2580204430219162,"score_spread":0.2493123929021844,"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."}}