{"id":"W4236550276","doi":"10.1002/9781119713173.ch8","title":"Case Studies","year":2021,"lang":"en","type":"other","venue":"","topic":"Phase Change Materials Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Thermal energy storage; Environmental science; Phase-change material; Electricity; Electricity generation; Clear ice; Latent heat; Meteorology; Cold storage; Air conditioning; Nuclear engineering; Process engineering; Engineering; Thermal; Mechanical engineering; Power (physics); Geography; Physics; Thermodynamics; Arctic ice pack; Electrical engineering; Sea ice","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003092406,0.0001089371,0.0001828787,0.0000955199,0.000006540858,0.00001632199,0.000046543,0.00008419873,0.03250754],"category_scores_gemma":[0.00001390202,0.0000946436,0.00002034625,0.00005462002,0.00001505824,0.000004702979,0.00005279109,0.00005829889,0.000234858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002992921,"about_ca_system_score_gemma":0.000005066439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003208453,"about_ca_topic_score_gemma":0.000321654,"domain_scores_codex":[0.9996392,0.00001071037,0.00005409169,0.0000907225,0.00007064713,0.000134611],"domain_scores_gemma":[0.9997609,0.00001337622,0.000004705028,0.0001780843,0.0000114185,0.00003152697],"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":[1.149784e-7,0.0000022904,1.020988e-7,0.0005840358,0.0001528343,0.01103579,0.00003182923,0.000002369719,0.001049771,0.00001870165,0.9866641,0.0004580601],"study_design_scores_gemma":[0.00008054497,0.000003403158,3.490223e-8,0.0001256657,0.000007635947,0.001209828,0.000122871,0.00007653821,0.004760209,0.00001017181,0.9934284,0.0001747011],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001479272,0.01652014,0.00004151189,0.000006156258,0.0007246197,0.00007993417,0.00003176307,0.0005444282,0.9819035],"genre_scores_gemma":[0.0006771001,0.002386474,0.000371899,0.00001128984,0.0005292268,0.0000310934,0.00001955696,0.000426711,0.9955466],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03227268,"threshold_uncertainty_score":0.9683769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1558990130240947,"score_gpt":0.3762777132923805,"score_spread":0.2203787002682858,"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."}}