{"id":"W2507492476","doi":"","title":"Liiku, opi, osallistu","year":2007,"lang":"fi","type":"article","venue":"University of Groningen research database (University of Groningen / Centre for Information Technology)","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0102537,0.0003286791,0.0006591043,0.003017778,0.004232061,0.00009936027,0.004323612,0.0008661546,0.00137576],"category_scores_gemma":[0.001932863,0.0004642893,0.0003551129,0.00505812,0.009230639,0.004964145,0.002115467,0.001158127,0.000261294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001398813,"about_ca_system_score_gemma":0.001844092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02058974,"about_ca_topic_score_gemma":0.01962742,"domain_scores_codex":[0.9935425,0.0004176654,0.000553379,0.0006510279,0.002715483,0.002119962],"domain_scores_gemma":[0.9934014,0.0009785532,0.0009607256,0.0008715486,0.003136181,0.0006515991],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002792028,0.001015215,0.01453984,0.001717368,0.001069809,0.0001646632,0.1922652,0.0001021945,0.00161669,0.4866418,0.07668027,0.2213949],"study_design_scores_gemma":[0.001518078,0.0003990962,0.001190986,0.0002860403,0.00008275768,0.000001328027,0.3920502,0.0005635629,0.0005661243,0.0007130423,0.6022686,0.0003602199],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6480089,0.002649083,0.07391477,0.03434582,0.001587069,0.00996525,0.007425306,0.0009642134,0.2211396],"genre_scores_gemma":[0.9333517,0.007022219,0.04260851,0.0000379115,0.0002188202,6.260704e-7,0.001035408,0.00004273807,0.01568207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5255883,"threshold_uncertainty_score":0.9997809,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05093369861194061,"score_gpt":0.3300051099102878,"score_spread":0.2790714112983472,"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."}}