{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008542353,0.0006917123,0.0003982634,0.0005743771,0.002559445,0.006269451,0.0009727891,0.002417356,0.544468],"category_scores_gemma":[0.003722521,0.0003414557,0.0005102706,0.0005426945,0.001287791,0.005454537,0.002581703,0.002341394,0.5331689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001504782,"about_ca_system_score_gemma":0.00128664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002864087,"about_ca_topic_score_gemma":0.004242155,"domain_scores_codex":[0.9992305,0.000120723,0.00003160319,0.0001395229,0.0003115766,0.0001660277],"domain_scores_gemma":[0.9984474,0.0001290508,0.00005354352,0.0001615208,0.000761971,0.0004465002],"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":[0.00006686355,0.00004683171,0.000388618,0.0001676193,0.000004489941,0.0001705115,0.0005665322,0.00005266626,0.0006600932,0.01926262,0.8787851,0.09982807],"study_design_scores_gemma":[0.000004193911,0.000009496624,0.0001474774,0.00006019483,0.000001571127,0.00007196501,0.0004163254,0.00003817782,0.0001927684,0.001573931,0.997477,0.000006965672],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001830412,0.001852368,0.003552541,0.01844326,0.01184693,0.0002014086,0.001134949,0.002069,0.9590692],"genre_scores_gemma":[0.01243167,0.001407365,0.002487253,0.00671218,0.001336252,0.0001040306,0.0008358631,0.0007684676,0.973917],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.455532,"threshold_uncertainty_score":0.6497611,"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."}}