{"id":"W7098067565","doi":"","title":"Personal communities: not simply families of &amp;apos;fate&amp;apos; or &amp;apos;choice","year":2004,"lang":"en","type":"article","venue":"","topic":"demographic modeling and climate adaptation","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Longitudinal study; Social research; British Household Panel Survey; Comparative research; Data collection; Resource (disambiguation); Longitudinal data; Private sector; Survey data collection","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006692206,0.0001986583,0.0002753618,0.001079671,0.0007368908,0.001991906,0.0005030298,0.0006940115,0.01636301],"category_scores_gemma":[0.003673901,0.0001926666,0.0001549488,0.00224517,0.000964872,0.003763608,0.001395681,0.0007239366,0.001402619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001319352,"about_ca_system_score_gemma":0.00098176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04187002,"about_ca_topic_score_gemma":0.05965636,"domain_scores_codex":[0.9995105,0.0002049726,0.00001710094,0.00009844151,0.0001128852,0.00005602971],"domain_scores_gemma":[0.9990791,0.000201259,0.0002456823,0.0001074399,0.0001252402,0.0002412215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002185188,0.0002110545,0.3623421,0.0004566627,0.0001360277,0.0006584935,0.02013526,0.009786136,0.0006532949,0.1063215,0.1264073,0.3726736],"study_design_scores_gemma":[0.00004042189,0.000200156,0.3934232,0.0006383418,0.00005621703,0.000517548,0.0512579,0.0241887,0.000457536,0.1792435,0.3498692,0.0001073193],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7906187,0.008294134,0.03284005,0.03377181,0.0004411683,0.0002031039,0.01123735,0.000216574,0.1223771],"genre_scores_gemma":[0.9736021,0.001888256,0.004374649,0.0003649066,0.00008136975,0.00007797562,0.001326903,0.00003588303,0.01824799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04187002,"threshold_uncertainty_score":0.08325261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5950535967820996,"score_gpt":0.483452380535639,"score_spread":0.1116012162464605,"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."}}