{"id":"W4409993413","doi":"10.4018/979-8-3693-9496-0.ch006","title":"CSTTP","year":2025,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001573607,0.0001653073,0.0002389569,0.00006870501,0.0002743604,0.00004032531,0.000842243,0.0007012274,0.0004143478],"category_scores_gemma":[0.0001016881,0.0001812073,0.0001261211,0.00002143276,0.0004548444,0.00001528142,0.0002265095,0.0003144946,0.0005176993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002554727,"about_ca_system_score_gemma":0.0005465732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008936635,"about_ca_topic_score_gemma":0.004700063,"domain_scores_codex":[0.9990485,0.00003641619,0.000204595,0.0002307851,0.0002512336,0.0002284283],"domain_scores_gemma":[0.9989882,0.0000746839,0.0001170987,0.0006268359,0.0001016953,0.00009152167],"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":[0.000002474086,0.000003118153,0.000007224087,0.00000389506,0.00002480532,0.000003933988,0.0001339784,1.276716e-8,5.69088e-7,0.9336708,0.01959055,0.0465587],"study_design_scores_gemma":[0.0000601139,0.000004467256,0.000003063103,0.00003483737,0.00001397085,3.983352e-7,0.00003142269,0.000001012559,0.000001605353,0.4024534,0.597299,0.00009667571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003066881,0.0004224057,0.00003188233,0.001727888,0.0005054896,0.0002512421,0.00003794672,0.0003977704,0.9966223],"genre_scores_gemma":[0.02392501,0.00008448921,0.0006770886,0.0009390168,0.0001580987,0.00001477068,0.000003780706,0.00001065398,0.9741871],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5777085,"threshold_uncertainty_score":0.738942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03014348805340667,"score_gpt":0.3212336054788046,"score_spread":0.291090117425398,"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."}}