{"id":"W2086193178","doi":"10.1002/sres.451","title":"Doing the right thing: the problems of…Gerard de Zeeuw, academic guerilla","year":2002,"lang":"en","type":"article","venue":"Systems Research and Behavioral Science","topic":"Historical Influence and Diplomacy","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Sociology; Set (abstract data type); Work (physics); Quality (philosophy); Law and economics; Management; Epistemology; History; Philosophy; Computer science; Economics; Engineering","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":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.008914698,0.00008322378,0.000131882,0.0001180672,0.003891687,0.0003645229,0.001282756,0.00008917254,0.000066428],"category_scores_gemma":[0.0003593387,0.00004212758,0.00003661182,0.001841801,0.005632795,0.0005437441,0.0001834538,0.0005741998,0.00004237968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002358135,"about_ca_system_score_gemma":0.000305225,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01497864,"about_ca_topic_score_gemma":0.0003745798,"domain_scores_codex":[0.9961865,0.0005139558,0.0002584833,0.0002897441,0.001868791,0.0008825557],"domain_scores_gemma":[0.9986408,0.0003290153,0.000082163,0.0002877208,0.0003568154,0.0003035237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003345689,0.0004681715,0.07775348,0.0001701196,0.00001461516,0.0000670173,0.3566793,0.000114512,0.1783203,0.2914183,0.02555663,0.06940422],"study_design_scores_gemma":[0.0002644172,0.0004318001,0.003757184,0.0003128266,0.00001538654,0.00003238485,0.0297549,0.0006796828,0.001438527,0.004037379,0.9589196,0.000355921],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438573,0.003846872,0.00003711531,0.003105913,0.0003201585,0.0008437771,0.000003953952,0.00004614567,0.04793878],"genre_scores_gemma":[0.9961145,0.0004252771,0.00003369377,0.00003255943,0.0001879795,0.00005203186,1.092731e-7,0.000004448463,0.003149429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.933363,"threshold_uncertainty_score":0.9974051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2143775839750545,"score_gpt":0.4733939971103033,"score_spread":0.2590164131352488,"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."}}