{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004932299,0.0006268319,0.0001615557,0.0005168831,0.008010054,0.005478301,0.0006360288,0.002893022,0.3945733],"category_scores_gemma":[0.001144653,0.0002917186,0.0002677658,0.000721528,0.001746264,0.001897465,0.002112198,0.00271503,0.08828437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01411873,"about_ca_system_score_gemma":0.02590971,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6849405,"about_ca_topic_score_gemma":0.9491242,"domain_scores_codex":[0.9992371,0.00003540216,0.000008100185,0.00005414085,0.0004077979,0.0002575219],"domain_scores_gemma":[0.9989178,0.00003823825,0.00001846195,0.00004099057,0.0003503895,0.0006341658],"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":[0.00001205726,0.00001020423,0.0002561895,0.00002821615,8.5563e-7,0.00003625679,0.0002292663,0.00003273885,0.0001595822,0.007746937,0.9760996,0.01538817],"study_design_scores_gemma":[0.000001858528,0.000004386817,0.0009173233,0.00001899376,7.999577e-7,0.00001038979,0.0005868381,0.00001716953,0.00008381823,0.0003397588,0.9980154,0.000003161165],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002083769,0.001021541,0.0001825197,0.01925457,0.001883716,0.00002399363,0.0009237317,0.0002028779,0.9744232],"genre_scores_gemma":[0.004467131,0.0003599895,0.000126943,0.0009592819,0.00005288432,0.000005305686,0.0002308324,0.00008071328,0.993717],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3945733,"threshold_uncertainty_score":0.8635677,"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."}}