{"id":"W4399031176","doi":"10.1007/978-3-031-61175-9_1","title":"Disentangling the Problem Space: A Validated Problem Statement for Sustainability Support Systems","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in computer science","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Problem statement; Computer science; Statement (logic); Sustainability; Space (punctuation); Operations research; Management science; Mathematics; Operating system; Political science; Engineering","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":[0.005983247,0.001108351,0.0006889251,0.0009397155,0.001727316,0.00436911,0.001991183,0.002126552,0.007895144],"category_scores_gemma":[0.03720882,0.0005387723,0.001467964,0.001198417,0.004817368,0.01061416,0.005799906,0.004102064,0.0007435898],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114289,"about_ca_system_score_gemma":0.003688931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002833122,"about_ca_topic_score_gemma":0.002827786,"domain_scores_codex":[0.9934344,0.003871393,0.000431673,0.0008241464,0.001159345,0.0002789372],"domain_scores_gemma":[0.9724932,0.02227667,0.0008477961,0.002117681,0.001913876,0.0003507553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001727255,0.0001966301,0.001679904,0.0005561066,0.00004224973,0.0001696997,0.001965984,0.06283569,0.001499636,0.81158,0.005169348,0.114132],"study_design_scores_gemma":[0.00003838156,0.00008133681,0.0002841301,0.0001746811,0.00002243415,0.00008203794,0.001129291,0.2758926,0.00203172,0.7092559,0.01098129,0.00002628828],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01730738,0.0001590863,0.9692199,0.002625675,0.00007125481,0.0002846924,0.0003378404,0.0002034392,0.009790742],"genre_scores_gemma":[0.2243042,0.0001902597,0.7700733,0.0002859458,0.00005301612,0.0006676613,0.0007039441,0.000169381,0.003552269],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007895144,"threshold_uncertainty_score":0.03164279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01064463009029186,"score_gpt":0.2642985159534877,"score_spread":0.2536538858631958,"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."}}