{"id":"W7070394851","doi":"","title":"Pikamuodin ja vastuullisen muodin brändistrategiaerojen vaikutus kuluttajan ostopäätökseen","year":2025,"lang":"fi","type":"dissertation","venue":"Jyväskylä University Digital Archive (University of Jyväskylä)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); 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"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0003023396,0.00136679,0.001797127,0.001459905,0.000968542,0.0002409301,0.003076272,0.001307007,0.0004010052],"category_scores_gemma":[0.0001999893,0.001984208,0.002142967,0.001330211,0.00114925,0.0002611885,0.001837309,0.00112583,0.0001738253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004270788,"about_ca_system_score_gemma":0.00148079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003132832,"about_ca_topic_score_gemma":0.005666701,"domain_scores_codex":[0.9943038,0.0004415558,0.0007436321,0.002408795,0.0008819044,0.001220334],"domain_scores_gemma":[0.9949239,0.0002450445,0.001422189,0.001861662,0.0008943186,0.0006528916],"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":[0.02624276,0.008584997,0.02544737,0.007849115,0.02474263,0.00580498,0.01591834,0.0008824125,0.4730648,0.009156423,0.1946392,0.207667],"study_design_scores_gemma":[0.01025694,0.002960773,0.01704445,0.002218408,0.005978205,0.00007964769,0.08530916,0.001366247,0.0250851,0.002080962,0.8410122,0.006607878],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4971618,0.000670213,0.02442963,0.0003380387,0.0002954705,0.001858517,0.005254897,0.0002845314,0.4697069],"genre_scores_gemma":[0.7113302,0.003151226,0.002263599,0.0000738824,0.0001703351,8.801383e-7,0.02599214,0.0001152666,0.2569025],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.646373,"threshold_uncertainty_score":0.9999895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005741339800058019,"score_gpt":0.1983458028811938,"score_spread":0.1926044630811357,"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."}}