{"id":"W2089640190","doi":"10.4018/jssci.2009040103","title":"On the Cognitive Complexity of Software and its Quantification and Formal Measurement","year":2009,"lang":"en","type":"article","venue":"International Journal of Software Science and Computational Intelligence","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Programming complexity; Software construction; Software engineering; Cognitive complexity; Software sizing; Software system; Software; Software development; Verification and validation; Software metric; Theoretical computer science; Programming language; Cognition; Mathematics; Statistics","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":[0.009184771,0.0009171574,0.0006138132,0.004853556,0.001355133,0.004680234,0.001197574,0.001251676,0.001948637],"category_scores_gemma":[0.06225382,0.0004646674,0.001018222,0.002422805,0.01892432,0.01082383,0.003299972,0.002420895,0.0001618011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003526693,"about_ca_system_score_gemma":0.001760587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002752819,"about_ca_topic_score_gemma":0.001176271,"domain_scores_codex":[0.9894319,0.004859671,0.0006555467,0.001168916,0.003482502,0.0004015306],"domain_scores_gemma":[0.9231164,0.06134847,0.005169194,0.006281304,0.00334869,0.000735964],"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":[0.00002977988,0.00004206747,0.002543931,0.0001128747,0.00001982716,0.00002939896,0.001518415,0.005183267,0.001350869,0.9714884,0.0001856575,0.01749556],"study_design_scores_gemma":[0.00000846321,0.00005860905,0.003872476,0.00007654997,0.00001293218,0.0000692601,0.0004414849,0.01397322,0.0008509544,0.9792078,0.001392333,0.00003595103],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1967746,0.001897164,0.750812,0.003768955,0.00008423719,0.0001469397,0.000176525,0.0001769181,0.04616261],"genre_scores_gemma":[0.9224308,0.0006778444,0.07556418,0.0002415281,0.00007591023,0.0003260146,0.00009858651,0.00003359391,0.0005516051],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.009184771,"threshold_uncertainty_score":0.04857433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0955717602813108,"score_gpt":0.3229634957548701,"score_spread":0.2273917354735593,"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."}}