{"id":"W7054710213","doi":"","title":"Arkkitehtuuriaiheiset pienlehdet Suomessa","year":2018,"lang":"fi","type":"other","venue":"Aaltodoc (Aalto University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Life style; Population; 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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001697378,0.0008345771,0.0007440737,0.001094268,0.0003375038,0.0001209439,0.001349436,0.0008443028,0.0304086],"category_scores_gemma":[0.00002411978,0.001015819,0.0003486751,0.001554055,0.0003563694,0.0002717658,0.0003000638,0.000556381,0.03585187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005088078,"about_ca_system_score_gemma":0.0002239684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002954417,"about_ca_topic_score_gemma":0.0002387018,"domain_scores_codex":[0.9971461,0.0001280525,0.0003745647,0.001003787,0.0003824217,0.0009650787],"domain_scores_gemma":[0.9975425,0.0001342484,0.0002424331,0.001379968,0.000148177,0.0005526929],"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":[0.00004579155,0.0001741201,0.0001993928,0.0003136417,0.0005514876,0.000199409,0.00026274,0.0001080203,0.0007099434,0.03529044,0.9598992,0.002245742],"study_design_scores_gemma":[0.0009893421,0.00009325618,0.0002326196,0.0002733916,0.0003374482,0.00001505461,0.0001705356,0.0005741409,0.0003224139,0.0002511678,0.9956536,0.001087],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001187244,0.0002865518,0.004771097,0.0003409472,0.001124752,0.0007908857,0.0006052929,0.0008848556,0.9900084],"genre_scores_gemma":[0.006931083,0.001270889,0.00167549,0.0001313756,0.001187599,0.000005338994,0.0003592961,0.0004948948,0.987944],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03575436,"threshold_uncertainty_score":0.9992292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01107032948730296,"score_gpt":0.1854346197643668,"score_spread":0.1743642902770639,"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."}}