{"id":"W6992798720","doi":"","title":"Modelling and Validation of Evaporation Systems; Mass & Energy Balances","year":2023,"lang":"en","type":"other","venue":"Lund University Publications Student Papers (Lund University)","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Evaporation; Python (programming language); Cloud computing; Data set; Measure (data warehouse); Experimental data; System of measurement; Process (computing)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008976028,0.0002403256,0.0003167373,0.001264703,0.0001578299,0.00006938713,0.0003592024,0.0002800493,0.0000688148],"category_scores_gemma":[0.000004130387,0.0003148219,0.00008290405,0.0009515543,0.00008028388,0.0002885023,0.00006756034,0.0001289426,0.00001572778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302406,"about_ca_system_score_gemma":0.00005460411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004933884,"about_ca_topic_score_gemma":0.0003033839,"domain_scores_codex":[0.9989094,0.00007911418,0.0001815122,0.0003414897,0.0002887312,0.0001997695],"domain_scores_gemma":[0.9991668,0.00005209,0.0002127881,0.0003368942,0.0001157437,0.0001156777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007821556,0.00003947691,0.0002416242,0.0001837651,0.0004244554,0.000007628258,0.0002344013,0.128943,0.00009142211,0.8564323,0.01330645,0.00008757916],"study_design_scores_gemma":[0.0003530303,0.00001494888,0.00001531521,0.0001258728,0.0001541689,0.000001366796,0.002464009,0.02034433,0.00000618076,0.000007919811,0.9762372,0.0002756129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001006575,0.0002216016,0.0356232,0.00003694482,0.0003699024,0.0002448817,0.0001193389,0.00112858,0.9621549],"genre_scores_gemma":[0.002157807,0.002475081,0.0001315127,0.000002721185,0.00007677058,9.154604e-7,0.000164331,0.0001613267,0.9948295],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9629308,"threshold_uncertainty_score":0.9999304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011495206002583,"score_gpt":0.1848823196038767,"score_spread":0.1733871136012937,"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."}}