{"id":"W7070330691","doi":"","title":"Optimization Software for Developing a Sustainable Hydrogen Refueling Network in Quebec's Freight Sector","year":2024,"lang":"en","type":"report","venue":"eScholarship@McGill (McGill)","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Software; Key (lock); Expert system; Sustainable development","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":[],"consensus_categories":[],"category_scores_codex":[0.001098816,0.001150877,0.0005314185,0.0008168867,0.001231019,0.001086676,0.001112271,0.000859172,0.01763506],"category_scores_gemma":[0.002502289,0.0009131326,0.0007796264,0.0008030682,0.000399527,0.0006694344,0.0005044728,0.0006418435,0.001209871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006079106,"about_ca_system_score_gemma":0.008689641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6249471,"about_ca_topic_score_gemma":0.6589301,"domain_scores_codex":[0.999669,0.0001056188,0.00001519373,0.00005073187,0.00008462826,0.00007492938],"domain_scores_gemma":[0.9989166,0.0005807719,0.00004564266,0.00005239039,0.0003650978,0.00003949606],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004944509,0.00004965272,0.001408499,0.00005718924,0.00002066811,0.00005246204,0.00004848176,0.9660388,0.0009267821,0.002904416,0.00592363,0.02252002],"study_design_scores_gemma":[0.00002499028,0.00001184526,0.000292213,0.000007368636,0.000006561906,0.000004090935,0.00002256496,0.9962795,0.0005449376,0.0004142843,0.002386753,0.00000483638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2133663,0.0003876754,0.6491492,0.00120469,0.0001362345,0.001071748,0.006567006,0.02124338,0.1068737],"genre_scores_gemma":[0.5249949,0.0003031555,0.4323408,0.0002182827,0.00002753591,0.0009132761,0.004188936,0.00236453,0.03464856],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3750529,"threshold_uncertainty_score":0.7545233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1304739230661203,"score_gpt":0.3791185903747421,"score_spread":0.2486446673086218,"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."}}