{"id":"W3154034046","doi":"10.1177/1035719x211008263","title":"Thinking with complexity in evaluation: A case study review","year":2021,"lang":"en","type":"article","venue":"Evaluation Journal of Australasia","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Context (archaeology); Management science; Social complexity; Computer science; Complexity management; Exploratory research; Knowledge management; Sociology; Social science; Engineering; Management","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":[0.06138197,0.001000737,0.002400719,0.01018041,0.002531121,0.006693723,0.002681274,0.005392608,0.001559699],"category_scores_gemma":[0.1464594,0.0009738076,0.001999394,0.01590171,0.006189739,0.006137141,0.004369147,0.003363791,0.0003778409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008887323,"about_ca_system_score_gemma":0.01481803,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007926549,"about_ca_topic_score_gemma":0.01520326,"domain_scores_codex":[0.9086448,0.06586393,0.01288486,0.001595526,0.009829516,0.001181391],"domain_scores_gemma":[0.7041903,0.2729032,0.00785008,0.003445539,0.01069507,0.0009158704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.000199652,0.0003722482,0.003132653,0.09716688,0.0005279313,0.007515177,0.02798536,0.001745907,0.0006833369,0.04194512,0.01326146,0.8054643],"study_design_scores_gemma":[0.0001021348,0.000623799,0.006411724,0.3674462,0.00129485,0.02255049,0.03592383,0.001814648,0.002186217,0.02631992,0.5350646,0.0002616666],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006351787,0.9690753,0.009492522,0.007487922,0.000381695,0.0005822935,0.00003075562,0.00001875745,0.00657897],"genre_scores_gemma":[0.0748312,0.9022262,0.01837978,0.002529225,0.0002881866,0.0009729536,0.00004938244,0.00003970811,0.0006834455],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06138197,"threshold_uncertainty_score":0.3246228,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5494958181463374,"score_gpt":0.5867373010000473,"score_spread":0.03724148285370987,"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."}}