{"id":"W7055186227","doi":"","title":"BookCampTO 2010: Take A Path You Don’t Regularly Travel","year":2010,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Path (computing); Focus (optics); Energy (signal processing); Spring (device); Perspective (graphical)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001292431,0.0003976259,0.0003993366,0.00008776327,0.00005300817,0.00006772563,0.0003917299,0.0006344022,0.3129931],"category_scores_gemma":[0.0000231032,0.00040231,0.0001611674,0.000009942173,0.00009866126,2.752272e-7,0.00003740619,0.0004884207,0.01242402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003680032,"about_ca_system_score_gemma":0.0000234428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001924814,"about_ca_topic_score_gemma":0.0008791415,"domain_scores_codex":[0.998576,0.00002035543,0.0005566595,0.0001901683,0.0003266781,0.0003301059],"domain_scores_gemma":[0.998894,0.0000402815,0.0002323119,0.0005940066,0.00007664708,0.0001627225],"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":[0.000009020996,0.00002263593,3.883524e-7,0.0003183334,0.00005520694,0.000005438648,0.0000877671,0.0001720411,0.0000196348,0.00006507969,0.997785,0.001459452],"study_design_scores_gemma":[0.0003729385,0.00003635211,0.00001006782,0.0001375792,0.00005389602,0.00004284065,0.00004216518,0.0001529222,0.00007335469,0.00001678084,0.9986354,0.0004256715],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001883242,0.0003158591,0.00002136838,0.0000972452,0.0004436733,0.0005320332,0.0004155851,0.0005355018,0.9976199],"genre_scores_gemma":[0.0002596001,0.0002919241,0.002617356,0.0001171966,0.000259415,0.00006490511,0.0003324695,0.0002422637,0.9958149],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3005691,"threshold_uncertainty_score":0.9998429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005158896288896118,"score_gpt":0.1636492877230623,"score_spread":0.1584903914341662,"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."}}