{"id":"W2319861733","doi":"10.1177/1098214014542100","title":"Insights on Using Developmental Evaluation for Innovating","year":2014,"lang":"en","type":"article","venue":"American Journal of Evaluation","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Conceptualization; Process (computing); Knowledge management; Process management; Rendering (computer graphics); Computer science; Psychology; Management science; Business; Engineering; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1616608,0.001231213,0.001076411,0.008369868,0.005066621,0.0171725,0.00323444,0.00354057,0.004348835],"category_scores_gemma":[0.2225381,0.000773814,0.001081967,0.003842633,0.03223392,0.02818067,0.0129343,0.004043126,0.0004947126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01410508,"about_ca_system_score_gemma":0.01600442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004851668,"about_ca_topic_score_gemma":0.004775603,"domain_scores_codex":[0.7423955,0.227111,0.006280934,0.003314413,0.01664665,0.004251513],"domain_scores_gemma":[0.5737016,0.3778665,0.008866041,0.01609004,0.02032818,0.003147609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001005008,0.0001786807,0.005268728,0.0007192925,0.00002883185,0.00032536,0.03744263,0.001581952,0.0003999371,0.8094504,0.00212687,0.1423767],"study_design_scores_gemma":[0.0001314359,0.0005166459,0.005249611,0.003994573,0.00007348069,0.00111893,0.04566437,0.008933743,0.00421297,0.7700124,0.1598874,0.0002044635],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07395881,0.01056835,0.435897,0.06277229,0.0004243325,0.001682017,0.00009947737,0.0005686982,0.4140291],"genre_scores_gemma":[0.8674265,0.002954636,0.1226356,0.002084006,0.0000916018,0.001016592,0.000039332,0.0001445667,0.003607173],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1616608,"threshold_uncertainty_score":0.8549542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3573519414879998,"score_gpt":0.5543062644225002,"score_spread":0.1969543229345004,"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."}}