{"id":"W7127212081","doi":"","title":"Tekoälyn hyödyntäminen tapahtumakuvauksen luomisessa","year":2025,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Proposition; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002401711,0.0004682464,0.0004676324,0.0003417719,0.0008069755,0.001724002,0.0004237557,0.0006706991,0.03394106],"category_scores_gemma":[0.0003259606,0.0002637209,0.0005131764,0.0003294773,0.0004746791,0.001415671,0.001182222,0.001720092,0.009655263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006175684,"about_ca_system_score_gemma":0.0008768381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234523,"about_ca_topic_score_gemma":0.003134325,"domain_scores_codex":[0.9997848,0.00002697513,0.00001668546,0.00006398517,0.00006294687,0.00004469995],"domain_scores_gemma":[0.9998338,0.0000395671,0.00002459717,0.00002013453,0.00004995982,0.00003198847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001090533,0.0002226035,0.001333849,0.001723661,0.00007246438,0.0008335513,0.001035929,0.0001818529,0.9038487,0.006711069,0.003857073,0.07908868],"study_design_scores_gemma":[0.00006290811,0.0008572527,0.00852271,0.0004413184,0.0001449941,0.001356775,0.00219109,0.0005901316,0.4987104,0.003848918,0.4831876,0.00008596732],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5511912,0.05563725,0.02336329,0.005228014,0.003262692,0.0003792963,0.004572339,0.001049087,0.355317],"genre_scores_gemma":[0.5957301,0.02408809,0.01555647,0.001999773,0.0003391113,0.0003018182,0.003719818,0.0005605004,0.3577043],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03394106,"threshold_uncertainty_score":0.1135442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897119736477145,"score_gpt":0.2689059666627669,"score_spread":0.2499347692979954,"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."}}