{"id":"W7122347992","doi":"","title":"Miten investoinnit muokkaavat Suomen kuituverkon tulevaisuutta","year":2025,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Value (mathematics); Quality (philosophy)","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":[],"consensus_categories":[],"category_scores_codex":[0.002036339,0.0007383293,0.0007348547,0.001112017,0.002886758,0.008565536,0.0009351581,0.001860035,0.06872842],"category_scores_gemma":[0.002868701,0.0004874952,0.0007685272,0.0007783975,0.001871617,0.003791222,0.004708917,0.003178588,0.02179115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002713029,"about_ca_system_score_gemma":0.004428357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003335111,"about_ca_topic_score_gemma":0.008135526,"domain_scores_codex":[0.9978339,0.0003945794,0.0001118263,0.0004002551,0.0008663317,0.0003931816],"domain_scores_gemma":[0.9977186,0.0005630608,0.0002595623,0.000218904,0.0007591823,0.0004808177],"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":[0.001203428,0.0008030534,0.01722055,0.002387031,0.000159185,0.002822055,0.01926918,0.0008866744,0.1084995,0.1582395,0.0726975,0.6158124],"study_design_scores_gemma":[0.00001764808,0.0002922956,0.005491359,0.0005857868,0.00005279054,0.0009648473,0.004668352,0.0002782085,0.01747792,0.006913336,0.9632124,0.00004507687],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1306833,0.03780222,0.01992841,0.02214465,0.004061627,0.0003419096,0.001170343,0.0008031557,0.7830643],"genre_scores_gemma":[0.2354832,0.0167157,0.01493788,0.002473496,0.0006815153,0.0002941236,0.0009282185,0.0004746124,0.7280112],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06872842,"threshold_uncertainty_score":0.2299194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02454843259789129,"score_gpt":0.2664486119592433,"score_spread":0.241900179361352,"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."}}