{"id":"W1968213696","doi":"10.1080/08941920701561031","title":"“If We Knew What it Was We Were Doing, it Would Not be Called Research, Would it?”","year":2007,"lang":"en","type":"article","venue":"Society & Natural Resources","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Information technology; Business; Psychology; Political science; Law","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":[0.01778875,0.001219559,0.001409628,0.0007340557,0.0107389,0.008009891,0.004295462,0.02311387,0.005120327],"category_scores_gemma":[0.05192905,0.0006984823,0.0009687985,0.001099919,0.02676925,0.0199914,0.005910187,0.04731256,0.004022339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004543135,"about_ca_system_score_gemma":0.005998052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0177753,"about_ca_topic_score_gemma":0.02886573,"domain_scores_codex":[0.981482,0.01227914,0.0009024201,0.00132093,0.00281895,0.001196575],"domain_scores_gemma":[0.9623619,0.01668538,0.003388342,0.002046171,0.01186903,0.003649172],"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":[0.0000627548,0.00003596907,0.0009734181,0.0002316508,0.00003186303,0.0004926294,0.02685436,0.0000951522,0.0004220821,0.1064445,0.8540655,0.01028996],"study_design_scores_gemma":[0.00002794976,0.00005037091,0.001423302,0.0005349236,0.00002008353,0.001141132,0.0701795,0.0004120561,0.0009813192,0.0723725,0.8526843,0.0001726151],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001140853,0.00119551,0.001081704,0.9875436,0.005856679,0.000009858096,0.00002389891,0.00003052253,0.003117467],"genre_scores_gemma":[0.02783361,0.00167848,0.00217978,0.9557616,0.004395264,0.00006304678,0.00002204854,0.00006010943,0.008006031],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02311387,"threshold_uncertainty_score":0.09407705,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08355288451229517,"score_gpt":0.4039229453641805,"score_spread":0.3203700608518854,"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."}}