{"id":"W4310342042","doi":"10.5281/zenodo.7352874","title":"To Pack or Not to Pack: A Generalized Packing Analysis and Transformation","year":2023,"lang":"en","type":"paratext","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Optimization and Packing Problems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Transformation (genetics); Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001893776,0.002318976,0.001293063,0.002194387,0.001154855,0.003929962,0.00255737,0.001101335,0.05179841],"category_scores_gemma":[0.01028054,0.001214727,0.00313083,0.002634252,0.001034426,0.003275703,0.003673565,0.003649585,0.03620837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040844,"about_ca_system_score_gemma":0.001884578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00235517,"about_ca_topic_score_gemma":0.002027835,"domain_scores_codex":[0.997076,0.0003980314,0.0002669217,0.0005364919,0.001409765,0.000312677],"domain_scores_gemma":[0.9965379,0.0007547106,0.0001945945,0.001478799,0.0009087032,0.0001253634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004979123,0.0003336855,0.001481112,0.000641015,0.0001456217,0.0004908631,0.0004027984,0.03765921,0.02053339,0.09633398,0.4228151,0.4186654],"study_design_scores_gemma":[0.0001572385,0.0001562349,0.001368377,0.0001893275,0.00008222581,0.0007443471,0.0002265305,0.34568,0.04589118,0.1755143,0.4298313,0.0001589164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003134381,0.0001209521,0.9298065,0.0003921646,0.0003806767,0.0002808337,0.003121361,0.04919808,0.01356506],"genre_scores_gemma":[0.03289407,0.0003535582,0.8877835,0.0006600571,0.0001892641,0.0008338438,0.01154926,0.04623597,0.01950052],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.05179841,"threshold_uncertainty_score":0.1732829,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04772065284425003,"score_gpt":0.2747092924191494,"score_spread":0.2269886395748994,"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."}}