{"id":"W4408066596","doi":"10.5771/9780815719700","title":"Talk Is Cheap","year":2010,"lang":"en","type":"book","venue":"Rowman & Littlefield Publishers eBooks","topic":"ICT Impact and Policies","field":"Engineering","cited_by":0,"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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001747212,0.0006978762,0.0006243468,0.0003674077,0.0001135524,0.0009207941,0.000787744,0.00173464,0.002894993],"category_scores_gemma":[0.00003389961,0.0007191023,0.0003837167,0.00005171276,0.0001298705,0.0003338957,0.0001209105,0.002266438,0.0003485188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429279,"about_ca_system_score_gemma":0.0002630092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009892076,"about_ca_topic_score_gemma":0.00008190131,"domain_scores_codex":[0.9980354,0.00001567963,0.0004803655,0.0002345068,0.0004234477,0.0008105776],"domain_scores_gemma":[0.9983155,0.0001080638,0.0001016325,0.001026333,0.00009185095,0.0003566021],"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":[0.000004129559,0.000004541912,0.000004154016,0.0002098254,0.0001632911,0.00001258703,0.002854747,0.000003672698,0.0001629844,0.00404434,0.9847205,0.007815273],"study_design_scores_gemma":[0.0002110975,0.0000395311,0.00002138161,0.00009585606,0.00007715479,0.00002827301,0.0001067792,0.00002838392,0.001415649,0.005959091,0.9912571,0.0007597251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00153892,0.0004679638,0.00003143476,0.0004007514,0.003378786,0.0003144255,0.00007847552,0.0009278943,0.9928613],"genre_scores_gemma":[0.00848327,0.00001255573,0.00006184841,0.001987838,0.002509601,0.00003636381,0.0001407057,0.0002554821,0.9865124],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.007055548,"threshold_uncertainty_score":0.9995613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008930534375347273,"score_gpt":0.2020566670621225,"score_spread":0.1931261326867753,"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."}}