{"id":"W1707007833","doi":"10.1023/a:1024401325472","title":"Force and Influence in Content Analysis: The Production of New Social Knowledge","year":2003,"lang":"en","type":"article","venue":"Quality & Quantity","topic":"Behavioral and Psychological Studies","field":"Psychology","cited_by":67,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"McMaster University","keywords":"Computer science; Psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01777845,0.0004255662,0.0004988608,0.007041626,0.00209454,0.006934315,0.0008900436,0.001095562,0.003708505],"category_scores_gemma":[0.1304324,0.0006856766,0.0006121317,0.003539201,0.007107962,0.007680845,0.002269316,0.001233185,0.0004118811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001852543,"about_ca_system_score_gemma":0.001748512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00247131,"about_ca_topic_score_gemma":0.002408949,"domain_scores_codex":[0.9883845,0.007786172,0.0003533099,0.000797418,0.002374325,0.0003043114],"domain_scores_gemma":[0.7342525,0.2467526,0.006014986,0.006137266,0.005563966,0.001278698],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0009360339,0.0004603145,0.1068038,0.001292499,0.0004040266,0.0005863743,0.1324162,0.002081863,0.03332406,0.23951,0.003432645,0.4787521],"study_design_scores_gemma":[0.0002590385,0.0007310077,0.3527378,0.000862585,0.000755603,0.001073503,0.03211224,0.03992662,0.02381407,0.5275007,0.01995815,0.0002686432],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7915381,0.002127878,0.1408411,0.003777911,0.0002481622,0.0003495376,0.0001725146,0.0002923393,0.06065257],"genre_scores_gemma":[0.9680976,0.0004324922,0.02962064,0.0001346829,0.0002187954,0.0001768313,0.00006340406,0.0001450182,0.001110573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9822215,"threshold_uncertainty_score":0.09402251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5574388275828,"score_gpt":0.4753639657621141,"score_spread":0.08207486182068585,"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."}}