{"id":"W6991556047","doi":"","title":"How a Toronto plumber is making Halloween safer - by installing 'Candy Chutes'","year":2020,"lang":"en","type":"other","venue":"","topic":"Engineering and Materials Science Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"SAFER; Installation; Work (physics); Stowage","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":[],"category_scores_codex":[0.00004523949,0.0003863173,0.0004245808,0.00003973197,0.00003670443,0.0001616481,0.0002373814,0.0001977294,0.00238774],"category_scores_gemma":[0.0000111971,0.0003540621,0.00007514316,0.00007237642,0.00002851304,0.0001138525,0.00008012298,0.0001223199,0.00006646864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009331158,"about_ca_system_score_gemma":0.000009915309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000462521,"about_ca_topic_score_gemma":0.0007871015,"domain_scores_codex":[0.9989169,0.00000563504,0.0001505076,0.0003227879,0.0002144785,0.0003897134],"domain_scores_gemma":[0.9996374,0.00000980096,0.00003273935,0.0002210473,0.000008623438,0.00009033929],"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":[8.601695e-7,0.000003592724,0.000003737243,0.0002663273,0.0001391149,0.000005134682,0.0003705191,0.00008798535,0.003272369,0.00008554646,0.9950939,0.0006708486],"study_design_scores_gemma":[0.0001189095,0.00001177,0.000003046541,0.0001916076,0.00002571967,0.000001344818,0.0001471566,0.0009522155,0.0007099914,0.000004916083,0.9973643,0.0004690431],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002764925,0.006833147,0.01220219,0.0002396614,0.001299181,0.0001939143,0.000135521,0.002156409,0.9769123],"genre_scores_gemma":[0.01467429,0.002420767,0.007326681,0.0003206627,0.0009744959,0.0000552694,0.00003505843,0.0008999116,0.9732929],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01464664,"threshold_uncertainty_score":0.9998912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007603656508916868,"score_gpt":0.1971027280646841,"score_spread":0.1894990715557673,"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."}}