{"id":"W7020129763","doi":"","title":"Kunnan maine työnantajana. Tarkastelussa teknisen alan opiskelijoiden Kokkolan kaupunkiin liittämät mielikuvat","year":2006,"lang":"fi","type":"other","venue":"Osuva (University of Vaasa)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Imago; Biography; 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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001253084,0.002595631,0.003729655,0.003415219,0.001071198,0.0002100319,0.004534987,0.002767042,0.02777767],"category_scores_gemma":[0.0001320869,0.003435699,0.001829507,0.002718284,0.002290904,0.0009217932,0.001975483,0.001997023,0.03361186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001694942,"about_ca_system_score_gemma":0.001064089,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03407565,"about_ca_topic_score_gemma":0.04281035,"domain_scores_codex":[0.9890622,0.00113964,0.001217127,0.003076574,0.002663368,0.002841074],"domain_scores_gemma":[0.9909283,0.0003250993,0.003159475,0.003610002,0.0006652916,0.001311823],"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":[0.0009435544,0.001322214,0.01574396,0.001160693,0.001968943,0.002391246,0.001512991,0.0001059733,0.006040313,0.001120379,0.9624722,0.005217558],"study_design_scores_gemma":[0.006811114,0.0007475882,0.02858024,0.002552317,0.002237868,0.0001577415,0.003675608,0.0004720497,0.0002206923,0.0002857674,0.9507733,0.003485732],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0380879,0.003265786,0.0007579054,0.002322886,0.001877359,0.003206866,0.009033762,0.001107994,0.9403396],"genre_scores_gemma":[0.03838975,0.00103391,0.006418652,0.0001441993,0.001274158,0.000002160146,0.003252322,0.00202393,0.9474609],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01283628,"threshold_uncertainty_score":0.9986778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033486558865345,"score_gpt":0.1932973509124362,"score_spread":0.1829624853237828,"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."}}