{"id":"W4407707751","doi":"10.1007/979-8-8688-1145-6_4","title":"Model","year":2025,"lang":"en","type":"book-chapter","venue":"Apress eBooks","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Computer science","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":[0.001755405,0.001087846,0.000640526,0.001265883,0.001761123,0.006605657,0.004411828,0.002554407,0.1821167],"category_scores_gemma":[0.005598865,0.0004976476,0.001553343,0.001720983,0.001476863,0.007130288,0.004299668,0.002666214,0.05994586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003300425,"about_ca_system_score_gemma":0.003480226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008823711,"about_ca_topic_score_gemma":0.007583817,"domain_scores_codex":[0.9982067,0.0004537826,0.0001163517,0.0005335433,0.0004596745,0.0002298207],"domain_scores_gemma":[0.9987611,0.0003453474,0.00008374354,0.0003232916,0.0003998539,0.00008679686],"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":[0.00003241701,0.0000445267,0.0004520282,0.0001343184,0.00001814995,0.0001285045,0.0003479943,0.005863799,0.0002089271,0.9026764,0.06503084,0.02506211],"study_design_scores_gemma":[0.00002831724,0.00002049226,0.0002209954,0.0001931441,0.00001764173,0.0001684159,0.0003093189,0.02278452,0.0004205319,0.3174036,0.6584082,0.00002479881],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00438315,0.001386183,0.2629625,0.01030086,0.001447714,0.0007253556,0.01012679,0.00247902,0.7061884],"genre_scores_gemma":[0.1463762,0.002925492,0.1777994,0.005235027,0.0006196909,0.002100854,0.02358622,0.001824037,0.6395332],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1821167,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05962868156067598,"score_gpt":0.3360985910299202,"score_spread":0.2764699094692442,"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."}}