{"id":"W1571616697","doi":"10.1111/1467-9493.00155","title":"Brainstorming, Modified Logframes and the Conversion of Research Hypotheses into Field Questions: Reflections from Team‐based Fieldwork in Eastern India","year":2003,"lang":"en","type":"article","venue":"Singapore Journal of Tropical Geography","topic":"Cambodian History and Society","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Economic and Social Research Council","keywords":"Brainstorming; Rigour; Objectivity (philosophy); Field (mathematics); Sociology; Epistemology; Field research; Social science; Computer science; Philosophy; Artificial intelligence; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001211916,0.0000714027,0.0002222693,0.0002639378,0.0004321928,0.00004519765,0.0001862747,0.0001743622,0.00005510566],"category_scores_gemma":[0.002073797,0.00005308355,0.0001964589,0.0005338427,0.0011878,0.0001261382,0.00001714936,0.0006657445,5.361962e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005918924,"about_ca_system_score_gemma":0.0002069694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002852624,"about_ca_topic_score_gemma":0.001001555,"domain_scores_codex":[0.9978417,0.001100421,0.0003346903,0.0001133047,0.0004267349,0.0001831288],"domain_scores_gemma":[0.9972288,0.002170789,0.0001865874,0.0001201201,0.0001917558,0.0001019762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00050791,0.0002642167,0.9203535,0.000036926,0.00007822575,0.00001388153,0.03947382,0.00003566157,0.000128401,0.03541454,0.001630003,0.002062954],"study_design_scores_gemma":[0.01020809,0.001754177,0.3262334,0.001450332,0.0002219226,0.00001479228,0.1227524,0.0001623364,0.001354471,0.2638384,0.2712954,0.0007143284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902769,0.002045165,0.0006366691,0.002127351,0.0004165235,0.0001490382,0.000001549477,0.000007810808,0.004338958],"genre_scores_gemma":[0.9980618,0.0003691918,0.001057358,0.0003155349,0.0001457987,0.000002693368,3.114014e-7,0.000004011815,0.00004325187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5941201,"threshold_uncertainty_score":0.43765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05311400192357772,"score_gpt":0.3583197515098913,"score_spread":0.3052057495863136,"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."}}