{"id":"W6930545335","doi":"10.5281/zenodo.13347029","title":"𝐀𝐢𝐫 𝐇𝐞𝐚𝐭- 𝐁𝐞𝐬𝐭 𝐄𝐥𝐞𝐜𝐭𝐫𝐢𝐜 𝐄𝐜𝐨𝐰𝐚𝐫𝐦 𝐏𝐨𝐫𝐭𝐚𝐛𝐥𝐞 𝐒𝐩𝐚𝐜𝐞 𝐇𝐞𝐚𝐭𝐞𝐫 𝐥𝐞𝐠𝐢𝐭 𝐨𝐫 𝐒𝐂𝐀𝐌?","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Color perception and design","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heating system; Set point; Storage heater; Temperature control; Air temperature; Key (lock); Electric heating; Heat sensitive; Thermostat; Heating element","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007203585,0.0005114136,0.0004680897,0.00107739,0.0007855592,0.001026426,0.001615822,0.0005459615,0.6839032],"category_scores_gemma":[0.0002278907,0.0005342151,0.000224357,0.0009550223,0.0003317212,0.00009993222,0.001219423,0.001005205,0.5700096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002555489,"about_ca_system_score_gemma":0.00001030215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001406006,"about_ca_topic_score_gemma":0.000005856283,"domain_scores_codex":[0.9960369,0.0007445206,0.0004969767,0.001272766,0.0006512785,0.0007975805],"domain_scores_gemma":[0.9977122,0.00003057099,0.0002267626,0.001349995,0.0002798895,0.0004005762],"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":[0.00007870809,0.0002103551,0.000001113291,0.0001460725,0.0001979186,0.0001342908,0.001777427,7.64396e-7,0.0003064623,0.008333471,0.9455504,0.04326304],"study_design_scores_gemma":[0.0006510658,0.000315858,0.0001333582,0.0001535658,0.0000697339,0.0002197858,0.0007019921,0.00002568071,0.000006589725,0.0002649628,0.9969009,0.000556474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008720082,0.0009250198,0.001268601,0.0007970576,0.001500383,0.000909848,0.0007728385,0.004490594,0.9892485],"genre_scores_gemma":[0.004486621,0.0002746489,0.0001980435,0.0006164687,0.001420759,4.313316e-7,0.002364703,0.01802961,0.9726087],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1138936,"threshold_uncertainty_score":0.9997109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06531880926738616,"score_gpt":0.3153347573063786,"score_spread":0.2500159480389924,"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."}}