{"id":"W7062232169","doi":"","title":"Soldering Irons and Software","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Advanced Power Generation Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Amateur; Hobby; Bedroom; Soldering; Nothing; Inflatable; Boss; Cabinet (room)","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":[],"category_scores_codex":[0.00003696652,0.0002453129,0.0002751199,0.00006685601,0.00003200499,0.00003385311,0.0001395636,0.000329773,0.1370494],"category_scores_gemma":[0.00007346179,0.000274809,0.00005322901,0.000005933728,0.00007592897,1.238098e-7,0.00008060822,0.0002064335,0.0007334903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002870227,"about_ca_system_score_gemma":0.000008158371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001500534,"about_ca_topic_score_gemma":0.0004465469,"domain_scores_codex":[0.9992154,0.000009923764,0.0003097547,0.0001253856,0.0001503598,0.0001891457],"domain_scores_gemma":[0.9994836,0.00003749891,0.0001134519,0.0002752678,0.00004067263,0.000049477],"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":[0.000001584162,0.000003799793,0.000001046751,0.0005517075,0.00003563499,0.000007676776,0.00003881017,0.004022763,0.000002794271,0.00001520827,0.9900655,0.005253533],"study_design_scores_gemma":[0.0001483251,0.00001758632,0.000002297216,0.0001950216,0.00001511282,0.00003160376,0.00007527113,0.00008752826,0.0001426546,0.000009308013,0.9990128,0.000262521],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002598283,0.003284495,0.00006235847,0.00002764074,0.0002617319,0.000159552,0.00005926338,0.0009807263,0.9951382],"genre_scores_gemma":[0.0002133313,0.001474432,0.01606228,0.00004099969,0.00006212467,0.00001495288,0.0001065417,0.0001393157,0.981886],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1363159,"threshold_uncertainty_score":0.9999704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005008012041369691,"score_gpt":0.1703313570326699,"score_spread":0.1653233449913002,"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."}}