{"id":"W7131931291","doi":"","title":"Innovation's Mindset and Methodology","year":2024,"lang":"","type":"other","venue":"CEIBS Institutional Repository","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Casa","funders":"","keywords":"Mindset; Perspective (graphical); Work (physics); Context (archaeology); Government (linguistics)","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.002157871,0.001392392,0.00135749,0.003543462,0.0008812245,0.0004608253,0.0006686705,0.002125529,0.003005199],"category_scores_gemma":[0.001597152,0.001470571,0.0003024522,0.002599427,0.005523272,0.0003889599,0.0007605278,0.002051898,0.03053071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355655,"about_ca_system_score_gemma":0.0037943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001127682,"about_ca_topic_score_gemma":0.00002142383,"domain_scores_codex":[0.9922353,0.0009913319,0.001914887,0.002612523,0.001332163,0.0009137795],"domain_scores_gemma":[0.9961413,0.0004859062,0.001078517,0.001174953,0.0007753004,0.0003440887],"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":[0.0002074716,0.0002400394,0.0002336788,0.001410114,0.001810988,0.002693243,0.0004336006,0.00006688132,0.02413703,0.6051812,0.3607784,0.002807311],"study_design_scores_gemma":[0.0007601519,0.0001361465,0.001165487,0.001799976,0.000860859,0.007327801,0.0001123562,0.0001235847,0.002382746,0.01033774,0.9736075,0.001385637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0039875,0.03741835,0.001808034,0.0002523696,0.01909291,0.001031887,0.0008512316,0.0004619377,0.9350958],"genre_scores_gemma":[0.0398071,0.0002723393,0.01857817,0.0004509605,0.006909633,0.0002705063,0.0005919532,0.001357501,0.9317619],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6128291,"threshold_uncertainty_score":0.9998826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09344631189522565,"score_gpt":0.3436902392613698,"score_spread":0.2502439273661441,"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."}}