{"id":"W7005521572","doi":"","title":"Sahakuivaamon hukkalämmön hyödyntäminen lämpöpumpputekniikalla","year":2024,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Power (physics); Quarter (Canadian coin)","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.0007348807,0.00369249,0.003228057,0.0003548852,0.0004784758,0.0008849211,0.003214023,0.003381026,0.05248522],"category_scores_gemma":[0.0005058525,0.003670902,0.002012746,0.0009101189,0.001178463,0.0002451394,0.002318998,0.003705873,0.04626702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000931881,"about_ca_system_score_gemma":0.0004491664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002930623,"about_ca_topic_score_gemma":0.0001040593,"domain_scores_codex":[0.9889348,0.0001702059,0.002326764,0.003912901,0.001699633,0.002955674],"domain_scores_gemma":[0.9926689,0.000591659,0.001237009,0.004099839,0.0003218587,0.001080768],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001350199,0.002097463,0.000304561,0.04709388,0.01510587,0.006009127,0.005342839,0.00002192296,0.2124673,0.001220101,0.1225726,0.5864141],"study_design_scores_gemma":[0.00127918,0.00008629821,0.00001829542,0.005760819,0.001574765,0.0004971897,0.001280882,0.0001088921,0.08175799,0.001961934,0.9022301,0.00344367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006759249,0.02823799,0.00002451825,0.001672924,0.001965302,0.000678732,0.001771823,0.001714521,0.957175],"genre_scores_gemma":[0.03883762,0.002985155,0.0003633172,0.0002504934,0.006922784,0.0003562931,0.0007198132,0.002378968,0.9471856],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7796574,"threshold_uncertainty_score":0.9985926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01994307615054096,"score_gpt":0.2580403679590993,"score_spread":0.2380972918085583,"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."}}