{"id":"W4417299559","doi":"10.63329/av3nz1236","title":"The Importance of Professional Networking: A Pathway to Career Success","year":2025,"lang":"en","type":"article","venue":"Scientific Societal & Behavioral Research Journal","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"George Brown College","funders":"","keywords":"Body of knowledge; Career development; Competitive advantage; Professional development; Professional association; Qualitative research","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":[0.002712692,0.0002530791,0.0001989527,0.00105689,0.006972008,0.007950685,0.0004829523,0.001427153,0.007186749],"category_scores_gemma":[0.007942013,0.0002099968,0.0002246375,0.0006529583,0.003167419,0.004010501,0.006300017,0.002443091,0.001244013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001355351,"about_ca_system_score_gemma":0.006591186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001634614,"about_ca_topic_score_gemma":0.003459754,"domain_scores_codex":[0.9974045,0.001556041,0.0000638879,0.0001443427,0.0003768106,0.0004544608],"domain_scores_gemma":[0.9918479,0.002263414,0.0009204753,0.0002112464,0.0008547193,0.003902205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000178035,0.000961066,0.07653815,0.001113159,0.00006003221,0.003181198,0.1423159,0.0005200027,0.00351299,0.2045201,0.03689934,0.5302],"study_design_scores_gemma":[0.00003493782,0.0006955571,0.08097754,0.002484593,0.00005373959,0.004171237,0.2665132,0.001303289,0.00193369,0.1599052,0.4817793,0.0001477103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.402003,0.005425189,0.01009316,0.07424156,0.0008351423,0.0002527333,0.0001183776,0.0001472907,0.5068836],"genre_scores_gemma":[0.976643,0.002805459,0.004331132,0.001446014,0.0001552835,0.00008194188,0.00004770137,0.00002858017,0.01446092],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007950685,"threshold_uncertainty_score":0.02404207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2239676006988014,"score_gpt":0.5081084202103263,"score_spread":0.2841408195115249,"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."}}