{"id":"W4408759040","doi":"10.1007/978-3-658-47337-2_19","title":"Präsentieren Sie Ihren Science Pitch","year":2025,"lang":"de","type":"book-chapter","venue":"","topic":"Innovation, Technology, and Society","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Red Deer College","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":[0.0007477044,0.0007933801,0.0004959511,0.001703631,0.002981391,0.007310937,0.0007263384,0.001720355,0.1052298],"category_scores_gemma":[0.001861111,0.0003357377,0.0003778718,0.001119869,0.002061303,0.005285228,0.002675842,0.004067539,0.06843659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001952273,"about_ca_system_score_gemma":0.001813622,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001324361,"about_ca_topic_score_gemma":0.004764712,"domain_scores_codex":[0.9996204,0.00007733429,0.00001344117,0.0000613377,0.0001688077,0.00005854386],"domain_scores_gemma":[0.9995043,0.0001394321,0.00002634708,0.00004586597,0.0001543279,0.0001297273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000188255,0.0000287826,0.0001069203,0.00008003521,0.000003181294,0.00005544226,0.0009896266,0.00009176502,0.0004196051,0.419661,0.4775568,0.1009881],"study_design_scores_gemma":[0.000001059928,0.00000368871,0.00003190814,0.00003004481,8.603309e-7,0.0000252931,0.0001888125,0.00001914058,0.00007457831,0.01270816,0.9869146,0.000001918958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008799667,0.007046467,0.003071386,0.01051477,0.007648792,0.00003748512,0.0001550422,0.0001049117,0.9705411],"genre_scores_gemma":[0.004680366,0.003150235,0.0009419397,0.001627648,0.0009379417,0.0000268697,0.00008073192,0.00008853924,0.9884657],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1052298,"threshold_uncertainty_score":0.3520287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02288606987716951,"score_gpt":0.3017257206642557,"score_spread":0.2788396507870862,"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."}}