{"id":"W7053434749","doi":"","title":"YHTEISTYÖLLÄ MENESTYKSEEN : Case: RukaSki Oy","year":2010,"lang":"fi","type":"other","venue":"Theseus (Ammattikorkeakoulujen)","topic":"Advanced Battery Technologies Research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"category_scores_codex":[0.001022369,0.002555397,0.002279723,0.001348217,0.0005745088,0.0004551084,0.003914383,0.00411916,0.02300027],"category_scores_gemma":[0.0006777885,0.002578978,0.0006961437,0.001554853,0.001339191,0.0005095955,0.001951407,0.006900285,0.02036624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000971138,"about_ca_system_score_gemma":0.0002814267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005816751,"about_ca_topic_score_gemma":0.001384041,"domain_scores_codex":[0.9908253,0.0003284185,0.001583786,0.002153897,0.001512936,0.003595665],"domain_scores_gemma":[0.9923599,0.0009214793,0.0006033094,0.005006481,0.0002853388,0.0008234777],"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":[0.00009918657,0.0002022964,0.00007677457,0.001132121,0.0008740919,0.01447791,0.0003135046,0.0007218065,0.008767823,0.002493765,0.001099098,0.9697416],"study_design_scores_gemma":[0.001064861,0.0002083505,0.00008492733,0.0006755644,0.0002119427,0.006114374,0.0004789197,0.002328727,0.004618586,0.002666058,0.978883,0.002664737],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008419967,0.003642161,0.004158929,0.001031097,0.002648427,0.002215946,0.0006228794,0.004902841,0.9723577],"genre_scores_gemma":[0.03743062,0.002264359,0.01179557,0.0001244858,0.001590688,0.0005159582,0.0001671912,0.002945601,0.9431655],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9777839,"threshold_uncertainty_score":0.9987181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01917781238792679,"score_gpt":0.2759666908985068,"score_spread":0.2567888785105801,"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."}}